diff --git a/.asf.yaml b/.asf.yaml
index 1a766f5330..842ffc39a3 100644
--- a/.asf.yaml
+++ b/.asf.yaml
@@ -40,7 +40,7 @@ github:
 
       required_pull_request_reviews:
         required_approving_review_count: 1
-        dismiss_stale_reviews: true
+        dismiss_stale_reviews: false
 
       required_linear_history: true
   del_branch_on_merge: true
diff --git a/.github/workflows/bindings_python_ci.yml b/.github/workflows/bindings_python_ci.yml
index 5c904b319d..55e7e5bbd0 100644
--- a/.github/workflows/bindings_python_ci.yml
+++ b/.github/workflows/bindings_python_ci.yml
@@ -56,17 +56,21 @@ jobs:
     runs-on: ubuntu-latest
     steps:
       - uses: actions/checkout@v5
+      - uses: astral-sh/setup-uv@v6
+        with:
+          version: "0.9.3"
+          enable-cache: true
       - name: Install tools
         run: |
-          pip install ruff
+          uv tool install ruff
       - name: Check format
         working-directory: "bindings/python"
         run: |
-          ruff format . --diff
+          uvx ruff format . --diff
       - name: Check style
         working-directory: "bindings/python"
         run: |
-          ruff check .
+          uvx ruff check .
 
   test:
     runs-on: ${{ matrix.os }}
@@ -80,17 +84,28 @@ jobs:
       - uses: actions/checkout@v5
       - uses: actions/setup-python@v6
         with:
-          python-version: 3.9
+          python-version: 3.12
       - uses: PyO3/maturin-action@v1
         with:
           working-directory: "bindings/python"
           command: build
           args: --out dist --sdist
+      - uses: astral-sh/setup-uv@v6
+        with:
+          version: "0.9.3"
+          enable-cache: true
+      - name: Sync dependencies
+        working-directory: "bindings/python"
+        shell: bash
+        run: |
+          make install
+      - name: Install built wheel
+        working-directory: "bindings/python"
+        shell: bash
+        run: |
+          uv pip install --reinstall dist/pyiceberg_core-*.whl
       - name: Run tests
         working-directory: "bindings/python"
         shell: bash
         run: |
-          set -e
-          pip install hatch==1.12.0
-          hatch run dev:pip install dist/pyiceberg_core-*.whl --force-reinstall
-          hatch run dev:test
+          make test
diff --git a/.github/workflows/ci.yml b/.github/workflows/ci.yml
index aa3f54d317..d547397808 100644
--- a/.github/workflows/ci.yml
+++ b/.github/workflows/ci.yml
@@ -58,7 +58,7 @@ jobs:
         uses: ./.github/actions/setup-builder
 
       - name: Check License Header
-        uses: apache/skywalking-eyes/header@v0.7.0
+        uses: apache/skywalking-eyes/header@v0.8.0
 
       - name: Check toml format
         run: make check-toml
@@ -89,6 +89,18 @@ jobs:
           - macos-latest
           - windows-latest
     steps:
+      - name: Maximize build space (Ubuntu)
+        if: matrix.os == 'ubuntu-latest'
+        uses: easimon/maximize-build-space@master
+        with:
+          remove-dotnet: "true"
+          remove-android: "true"
+          remove-haskell: "true"
+          remove-codeql: "true"
+          remove-docker-images: "true"
+          root-reserve-mb: 10240
+          temp-reserve-mb: 10240
+
       - uses: actions/checkout@v5
 
       - name: Setup Rust toolchain
diff --git a/.github/workflows/release_python.yml b/.github/workflows/release_python.yml
index 828e4e16b3..8208373cf0 100644
--- a/.github/workflows/release_python.yml
+++ b/.github/workflows/release_python.yml
@@ -107,7 +107,7 @@ jobs:
           command: sdist
           args: -o dist
       - name: Upload sdist
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: wheels-sdist
           path: bindings/python/dist
@@ -159,7 +159,7 @@ jobs:
           command: build
           args: --release -o dist
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: wheels-${{ matrix.os }}-${{ matrix.target }}
           path: bindings/python/dist
@@ -178,7 +178,7 @@ jobs:
 
     steps:
       - name: Download all the dists
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v6
         with:
           pattern: wheels-*
           merge-multiple: true
diff --git a/.github/workflows/release_python_nightly.yml b/.github/workflows/release_python_nightly.yml
index 5e6fc3ce38..821f95ac4e 100644
--- a/.github/workflows/release_python_nightly.yml
+++ b/.github/workflows/release_python_nightly.yml
@@ -56,7 +56,7 @@ jobs:
           args: -o dist
 
       - name: Upload sdist
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: wheels-sdist
           path: bindings/python/dist
@@ -102,7 +102,7 @@ jobs:
           args: --release -o dist
 
       - name: Upload wheels
-        uses: actions/upload-artifact@v4
+        uses: actions/upload-artifact@v5
         with:
           name: wheels-${{ matrix.os }}-${{ matrix.target }}
           path: bindings/python/dist
@@ -120,7 +120,7 @@ jobs:
 
     steps:
       - name: Download all the dists
-        uses: actions/download-artifact@v5
+        uses: actions/download-artifact@v6
         with:
           pattern: wheels-*
           merge-multiple: true
diff --git a/.licenserc.yaml b/.licenserc.yaml
index 01625e32cb..da87374c3b 100644
--- a/.licenserc.yaml
+++ b/.licenserc.yaml
@@ -21,16 +21,17 @@ header:
     copyright-owner: Apache Software Foundation
 
   paths-ignore:
-    - 'LICENSE'
-    - 'NOTICE'
-    - '.gitattributes'
-    - '**/*.json'
+    - "LICENSE"
+    - "NOTICE"
+    - ".gitattributes"
+    - "**/*.json"
     # Generated content by mdbook
-    - 'website/book'
+    - "website/book"
     # Generated content by scripts
-    - '**/DEPENDENCIES.*.tsv'
+    - "**/DEPENDENCIES.*.tsv"
     # Release distributions
-    - 'dist/*'
-    - 'Cargo.lock'
-    - '.github/PULL_REQUEST_TEMPLATE.md'
+    - "dist/*"
+    - "Cargo.lock"
+    - "bindings/python/uv.lock"
+    - ".github/PULL_REQUEST_TEMPLATE.md"
   comment: on-failure
diff --git a/CONTRIBUTING.md b/CONTRIBUTING.md
index e4b175b055..0d05c3ddac 100644
--- a/CONTRIBUTING.md
+++ b/CONTRIBUTING.md
@@ -103,8 +103,8 @@ cargo 1.69.0 (6e9a83356 2023-04-12)
 
 Currently, iceberg-rust uses Docker to set up environment for integration tests. Native Docker has some limitations, please check (https://github.com/apache/iceberg-rust/pull/748). Please use Orbstack or Podman.
 
-For MacOS users, you can install [OrbStack as a docker alternative](reference/orbstack.md).
-For Podman users, refer to [Using Podman instead of Docker](reference/podman.md)
+For MacOS users, you can install [OrbStack as a docker alternative](website/src/reference/orbstack.md).
+For Podman users, refer to [Using Podman instead of Docker](website/src/reference/podman.md)
 
 ## Build
 
diff --git a/Cargo.lock b/Cargo.lock
index 16ffef0654..cd18718290 100644
--- a/Cargo.lock
+++ b/Cargo.lock
@@ -2,27 +2,12 @@
 # It is not intended for manual editing.
 version = 4
 
-[[package]]
-name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
 [[package]]
 name = "adler2"
 version = "2.0.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "320119579fcad9c21884f5c4861d16174d0e06250625266f50fe6898340abefa"
 
-[[package]]
-name = "adler32"
-version = "1.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "aae1277d39aeec15cb388266ecc24b11c80469deae6067e17a1a7aa9e5c1f234"
-
 [[package]]
 name = "aes"
 version = "0.8.4"
@@ -53,7 +38,7 @@ checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
  "const-random",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "serde",
  "version_check",
@@ -101,9 +86,9 @@ dependencies = [
 
 [[package]]
 name = "anstream"
-version = "0.6.20"
+version = "0.6.21"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3ae563653d1938f79b1ab1b5e668c87c76a9930414574a6583a7b7e11a8e6192"
+checksum = "43d5b281e737544384e969a5ccad3f1cdd24b48086a0fc1b2a5262a26b8f4f4a"
 dependencies = [
  "anstyle",
  "anstyle-parse",
@@ -116,9 +101,9 @@ dependencies = [
 
 [[package]]
 name = "anstyle"
-version = "1.0.11"
+version = "1.0.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "862ed96ca487e809f1c8e5a8447f6ee2cf102f846893800b20cebdf541fc6bbd"
+checksum = "5192cca8006f1fd4f7237516f40fa183bb07f8fbdfedaa0036de5ea9b0b45e78"
 
 [[package]]
 name = "anstyle-parse"
@@ -151,62 +136,46 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.99"
+version = "1.0.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0674a1ddeecb70197781e945de4b3b8ffb61fa939a5597bcf48503737663100"
+checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "apache-avro"
-version = "0.17.0"
+version = "0.20.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1aef82843a0ec9f8b19567445ad2421ceeb1d711514384bdd3d49fe37102ee13"
+checksum = "3a033b4ced7c585199fb78ef50fca7fe2f444369ec48080c5fd072efa1a03cc7"
 dependencies = [
  "bigdecimal",
- "bzip2 0.4.4",
+ "bon",
+ "bzip2 0.6.1",
  "crc32fast",
  "digest",
- "libflate",
  "log",
+ "miniz_oxide",
  "num-bigint",
  "quad-rand",
- "rand 0.8.5",
+ "rand 0.9.2",
  "regex-lite",
  "serde",
  "serde_bytes",
  "serde_json",
  "snap",
- "strum 0.26.3",
- "strum_macros 0.26.4",
- "thiserror 1.0.69",
- "typed-builder 0.19.1",
+ "strum 0.27.2",
+ "strum_macros 0.27.2",
+ "thiserror 2.0.17",
  "uuid",
  "xz2",
  "zstd",
 ]
 
 [[package]]
-name = "apache-avro"
-version = "0.20.0"
+name = "ar_archive_writer"
+version = "0.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a033b4ced7c585199fb78ef50fca7fe2f444369ec48080c5fd072efa1a03cc7"
+checksum = "f0c269894b6fe5e9d7ada0cf69b5bf847ff35bc25fc271f08e1d080fce80339a"
 dependencies = [
- "bigdecimal",
- "bon",
- "digest",
- "log",
- "miniz_oxide",
- "num-bigint",
- "quad-rand",
- "rand 0.9.2",
- "regex-lite",
- "serde",
- "serde_bytes",
- "serde_json",
- "strum 0.27.2",
- "strum_macros 0.27.2",
- "thiserror 2.0.16",
- "uuid",
- "zstd",
+ "object",
 ]
 
 [[package]]
@@ -229,9 +198,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3f15b4c6b148206ff3a2b35002e08929c2462467b62b9c02036d9c34f9ef994"
+checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -250,9 +219,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30feb679425110209ae35c3fbf82404a39a4c0436bb3ec36164d8bffed2a4ce4"
+checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -264,9 +233,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70732f04d285d49054a48b72c54f791bb3424abae92d27aafdf776c98af161c8"
+checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
 dependencies = [
  "ahash 0.8.12",
  "arrow-buffer",
@@ -275,15 +244,15 @@ dependencies = [
  "chrono",
  "chrono-tz 0.10.4",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "num",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169b1d5d6cb390dd92ce582b06b23815c7953e9dfaaea75556e89d890d19993d"
+checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
 dependencies = [
  "bytes",
  "half",
@@ -292,9 +261,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4f12eccc3e1c05a766cafb31f6a60a46c2f8efec9b74c6e0648766d30686af8"
+checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -313,9 +282,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "012c9fef3f4a11573b2c74aec53712ff9fdae4a95f4ce452d1bbf088ee00f06b"
+checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -328,9 +297,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8de1ce212d803199684b658fc4ba55fb2d7e87b213de5af415308d2fee3619c2"
+checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -340,23 +309,25 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9ea5967e8b2af39aff5d9de2197df16e305f47f404781d3230b2dc672da5d92"
+checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
+ "arrow-select",
  "flatbuffers",
  "lz4_flex",
+ "zstd",
 ]
 
 [[package]]
 name = "arrow-json"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5709d974c4ea5be96d900c01576c7c0b99705f4a3eec343648cb1ca863988a9c"
+checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -365,7 +336,7 @@ dependencies = [
  "arrow-schema",
  "chrono",
  "half",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "lexical-core",
  "memchr",
  "num",
@@ -376,9 +347,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6506e3a059e3be23023f587f79c82ef0bcf6d293587e3272d20f2d30b969b5a7"
+checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -389,9 +360,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52bf7393166beaf79b4bed9bfdf19e97472af32ce5b6b48169d321518a08cae2"
+checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -402,9 +373,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af7686986a3bf2254c9fb130c623cdcb2f8e1f15763e7c71c310f0834da3d292"
+checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
 dependencies = [
  "serde",
  "serde_json",
@@ -412,9 +383,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd2b45757d6a2373faa3352d02ff5b54b098f5e21dccebc45a21806bc34501e5"
+checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -426,9 +397,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0377d532850babb4d927a06294314b316e23311503ed580ec6ce6a0158f49d40"
+checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -514,9 +485,9 @@ dependencies = [
 
 [[package]]
 name = "async-fs"
-version = "2.1.3"
+version = "2.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "09f7e37c0ed80b2a977691c47dae8625cfb21e205827106c64f7c588766b2e50"
+checksum = "8034a681df4aed8b8edbd7fbe472401ecf009251c8b40556b304567052e294c5"
 dependencies = [
  "async-lock",
  "blocking",
@@ -525,20 +496,20 @@ dependencies = [
 
 [[package]]
 name = "async-io"
-version = "2.5.0"
+version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "19634d6336019ef220f09fd31168ce5c184b295cbf80345437cc36094ef223ca"
+checksum = "456b8a8feb6f42d237746d4b3e9a178494627745c3c56c6ea55d92ba50d026fc"
 dependencies = [
- "async-lock",
+ "autocfg",
  "cfg-if",
  "concurrent-queue",
  "futures-io",
  "futures-lite",
  "parking",
  "polling",
- "rustix 1.0.8",
+ "rustix",
  "slab",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -565,9 +536,9 @@ dependencies = [
 
 [[package]]
 name = "async-process"
-version = "2.4.0"
+version = "2.5.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "65daa13722ad51e6ab1a1b9c01299142bc75135b337923cfa10e79bbbd669f00"
+checksum = "fc50921ec0055cdd8a16de48773bfeec5c972598674347252c0399676be7da75"
 dependencies = [
  "async-channel",
  "async-io",
@@ -578,7 +549,7 @@ dependencies = [
  "cfg-if",
  "event-listener",
  "futures-lite",
- "rustix 1.0.8",
+ "rustix",
 ]
 
 [[package]]
@@ -589,14 +560,14 @@ checksum = "3b43422f69d8ff38f95f1b2bb76517c91589a924d1559a0e935d7c8ce0274c11"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "async-signal"
-version = "0.2.12"
+version = "0.2.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f567af260ef69e1d52c2b560ce0ea230763e6fbb9214a85d768760a920e3e3c1"
+checksum = "43c070bbf59cd3570b6b2dd54cd772527c7c3620fce8be898406dd3ed6adc64c"
 dependencies = [
  "async-io",
  "async-lock",
@@ -604,10 +575,10 @@ dependencies = [
  "cfg-if",
  "futures-core",
  "futures-io",
- "rustix 1.0.8",
+ "rustix",
  "signal-hook-registry",
  "slab",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -624,7 +595,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -650,9 +621,9 @@ checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
 [[package]]
 name = "aws-config"
-version = "1.8.6"
+version = "1.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8bc1b40fb26027769f16960d2f4a6bc20c4bb755d403e552c8c1a73af433c246"
+checksum = "37cf2b6af2a95a20e266782b4f76f1a5e12bf412a9db2de9c1e9123b9d8c0ad8"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -680,9 +651,9 @@ dependencies = [
 
 [[package]]
 name = "aws-credential-types"
-version = "1.2.6"
+version = "1.2.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d025db5d9f52cbc413b167136afb3d8aeea708c0d8884783cf6253be5e22f6f2"
+checksum = "faf26925f4a5b59eb76722b63c2892b1d70d06fa053c72e4a100ec308c1d47bc"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api",
@@ -692,9 +663,9 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-rs"
-version = "1.13.3"
+version = "1.14.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c953fe1ba023e6b7730c0d4b031d06f267f23a46167dcbd40316644b10a17ba"
+checksum = "879b6c89592deb404ba4dc0ae6b58ffd1795c78991cbb5b8bc441c48a070440d"
 dependencies = [
  "aws-lc-sys",
  "zeroize",
@@ -702,9 +673,9 @@ dependencies = [
 
 [[package]]
 name = "aws-lc-sys"
-version = "0.30.0"
+version = "0.32.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dbfd150b5dbdb988bcc8fb1fe787eb6b7ee6180ca24da683b61ea5405f3d43ff"
+checksum = "107a4e9d9cab9963e04e84bb8dee0e25f2a987f9a8bad5ed054abd439caa8f8c"
 dependencies = [
  "bindgen",
  "cc",
@@ -715,9 +686,9 @@ dependencies = [
 
 [[package]]
 name = "aws-runtime"
-version = "1.5.10"
+version = "1.5.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c034a1bc1d70e16e7f4e4caf7e9f7693e4c9c24cd91cf17c2a0b21abaebc7c8b"
+checksum = "bfa006bb32360ed90ac51203feafb9d02e3d21046e1fd3a450a404b90ea73e5d"
 dependencies = [
  "aws-credential-types",
  "aws-sigv4",
@@ -739,9 +710,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-glue"
-version = "1.119.0"
+version = "1.125.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9170d379508a356718ca6c27ffa5c00b5077ecdf7ab5cb27a70834a58e00dd13"
+checksum = "df436173c8acd8c207ecff1aedfd0992d44d0d6d1e84be73e30dab7746a20363"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -761,9 +732,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-s3tables"
-version = "1.37.0"
+version = "1.41.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba5b1975c398d8778a07ddd3de2bff50f03455907d4524c5e74eab05954ac95c"
+checksum = "761f176da526badb4c3dbd67ee1da2faf3dc1e537ed229355f7590d80595ae35"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -783,9 +754,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-sso"
-version = "1.83.0"
+version = "1.86.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "643cd43af212d2a1c4dedff6f044d7e1961e5d9e7cfe773d70f31d9842413886"
+checksum = "4a0abbfab841446cce6e87af853a3ba2cc1bc9afcd3f3550dd556c43d434c86d"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -805,9 +776,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-ssooidc"
-version = "1.84.0"
+version = "1.89.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "20ec4a95bd48e0db7a424356a161f8d87bd6a4f0af37204775f0da03d9e39fc3"
+checksum = "695dc67bb861ccb8426c9129b91c30e266a0e3d85650cafdf62fcca14c8fd338"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -827,9 +798,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sdk-sts"
-version = "1.85.0"
+version = "1.88.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "410309ad0df4606bc721aff0d89c3407682845453247213a0ccc5ff8801ee107"
+checksum = "d30990923f4f675523c51eb1c0dec9b752fb267b36a61e83cbc219c9d86da715"
 dependencies = [
  "aws-credential-types",
  "aws-runtime",
@@ -850,9 +821,9 @@ dependencies = [
 
 [[package]]
 name = "aws-sigv4"
-version = "1.3.4"
+version = "1.3.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "084c34162187d39e3740cb635acd73c4e3a551a36146ad6fe8883c929c9f876c"
+checksum = "bffc03068fbb9c8dd5ce1c6fb240678a5cffb86fb2b7b1985c999c4b83c8df68"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-http",
@@ -872,9 +843,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-async"
-version = "1.2.5"
+version = "1.2.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1e190749ea56f8c42bf15dd76c65e14f8f765233e6df9b0506d9d934ebef867c"
+checksum = "127fcfad33b7dfc531141fda7e1c402ac65f88aca5511a4d31e2e3d2cd01ce9c"
 dependencies = [
  "futures-util",
  "pin-project-lite",
@@ -883,9 +854,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http"
-version = "0.62.3"
+version = "0.62.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c4dacf2d38996cf729f55e7a762b30918229917eca115de45dfa8dfb97796c9"
+checksum = "3feafd437c763db26aa04e0cc7591185d0961e64c61885bece0fb9d50ceac671"
 dependencies = [
  "aws-smithy-runtime-api",
  "aws-smithy-types",
@@ -903,9 +874,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-http-client"
-version = "1.1.1"
+version = "1.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "147e8eea63a40315d704b97bf9bc9b8c1402ae94f89d5ad6f7550d963309da1b"
+checksum = "1053b5e587e6fa40ce5a79ea27957b04ba660baa02b28b7436f64850152234f1"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-runtime-api",
@@ -922,38 +893,38 @@ dependencies = [
  "hyper-util",
  "pin-project-lite",
  "rustls 0.21.12",
- "rustls 0.23.31",
- "rustls-native-certs 0.8.1",
+ "rustls 0.23.34",
+ "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "tokio",
- "tokio-rustls 0.26.2",
+ "tokio-rustls 0.26.4",
  "tower",
  "tracing",
 ]
 
 [[package]]
 name = "aws-smithy-json"
-version = "0.61.5"
+version = "0.61.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "eaa31b350998e703e9826b2104dd6f63be0508666e1aba88137af060e8944047"
+checksum = "cff418fc8ec5cadf8173b10125f05c2e7e1d46771406187b2c878557d4503390"
 dependencies = [
  "aws-smithy-types",
 ]
 
 [[package]]
 name = "aws-smithy-observability"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9364d5989ac4dd918e5cc4c4bdcc61c9be17dcd2586ea7f69e348fc7c6cab393"
+checksum = "2d1881b1ea6d313f9890710d65c158bdab6fb08c91ea825f74c1c8c357baf4cc"
 dependencies = [
  "aws-smithy-runtime-api",
 ]
 
 [[package]]
 name = "aws-smithy-query"
-version = "0.60.7"
+version = "0.60.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2fbd61ceb3fe8a1cb7352e42689cec5335833cd9f94103a61e98f9bb61c64bb"
+checksum = "d28a63441360c477465f80c7abac3b9c4d075ca638f982e605b7dc2a2c7156c9"
 dependencies = [
  "aws-smithy-types",
  "urlencoding",
@@ -961,9 +932,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime"
-version = "1.9.1"
+version = "1.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3946acbe1ead1301ba6862e712c7903ca9bb230bdf1fbd1b5ac54158ef2ab1f"
+checksum = "40ab99739082da5347660c556689256438defae3bcefd66c52b095905730e404"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-http",
@@ -985,9 +956,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-runtime-api"
-version = "1.9.0"
+version = "1.9.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07f5e0fc8a6b3f2303f331b94504bbf754d85488f402d6f1dd7a6080f99afe56"
+checksum = "3683c5b152d2ad753607179ed71988e8cfd52964443b4f74fd8e552d0bbfeb46"
 dependencies = [
  "aws-smithy-async",
  "aws-smithy-types",
@@ -1002,9 +973,9 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-types"
-version = "1.3.2"
+version = "1.3.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d498595448e43de7f4296b7b7a18a8a02c61ec9349128c80a368f7c3b4ab11a8"
+checksum = "9f5b3a7486f6690ba25952cabf1e7d75e34d69eaff5081904a47bc79074d6457"
 dependencies = [
  "base64-simd",
  "bytes",
@@ -1028,18 +999,18 @@ dependencies = [
 
 [[package]]
 name = "aws-smithy-xml"
-version = "0.60.10"
+version = "0.60.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3db87b96cb1b16c024980f133968d52882ca0daaee3a086c6decc500f6c99728"
+checksum = "e9c34127e8c624bc2999f3b657e749c1393bedc9cd97b92a804db8ced4d2e163"
 dependencies = [
  "xmlparser",
 ]
 
 [[package]]
 name = "aws-types"
-version = "1.3.8"
+version = "1.3.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b069d19bf01e46298eaedd7c6f283fe565a59263e53eebec945f3e6398f42390"
+checksum = "e2fd329bf0e901ff3f60425691410c69094dc2a1f34b331f37bfc4e9ac1565a1"
 dependencies = [
  "aws-credential-types",
  "aws-smithy-async",
@@ -1051,30 +1022,15 @@ dependencies = [
 
 [[package]]
 name = "backon"
-version = "1.5.2"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "592277618714fbcecda9a02ba7a8781f319d26532a88553bbacc77ba5d2b3a8d"
+checksum = "cffb0e931875b666fc4fcb20fee52e9bbd1ef836fd9e9e04ec21555f9f85f7ef"
 dependencies = [
  "fastrand",
  "gloo-timers",
  "tokio",
 ]
 
-[[package]]
-name = "backtrace"
-version = "0.3.75"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6806a6321ec58106fea15becdad98371e28d92ccbc7c8f1b3b6dd724fe8f1002"
-dependencies = [
- "addr2line",
- "cfg-if",
- "libc",
- "miniz_oxide",
- "object",
- "rustc-demangle",
- "windows-targets 0.52.6",
-]
-
 [[package]]
 name = "base64"
 version = "0.21.7"
@@ -1105,9 +1061,9 @@ checksum = "55248b47b0caf0546f7988906588779981c43bb1bc9d0c44087278f80cdb44ba"
 
 [[package]]
 name = "bigdecimal"
-version = "0.4.8"
+version = "0.4.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a22f228ab7a1b23027ccc6c350b72868017af7ea8356fbdf19f8d991c690013"
+checksum = "560f42649de9fa436b73517378a147ec21f6c997a546581df4b4b31677828934"
 dependencies = [
  "autocfg",
  "libm",
@@ -1125,34 +1081,31 @@ checksum = "230c5f1ca6a325a32553f8640d31ac9b49f2411e901e427570154868b46da4f7"
 
 [[package]]
 name = "bindgen"
-version = "0.69.5"
+version = "0.72.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "271383c67ccabffb7381723dea0672a673f292304fcb45c01cc648c7a8d58088"
+checksum = "993776b509cfb49c750f11b8f07a46fa23e0a1386ffc01fb1e7d343efc387895"
 dependencies = [
  "bitflags",
  "cexpr",
  "clang-sys",
- "itertools 0.12.1",
- "lazy_static",
- "lazycell",
+ "itertools 0.13.0",
  "log",
  "prettyplease",
  "proc-macro2",
  "quote",
  "regex",
- "rustc-hash 1.1.0",
+ "rustc-hash",
  "shlex",
- "syn 2.0.106",
- "which",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "bitflags"
-version = "2.9.4"
+version = "2.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2261d10cca569e4643e526d8dc2e62e433cc8aba21ab764233731f8d369bf394"
+checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
 dependencies = [
- "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -1222,9 +1175,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2529c31017402be841eb45892278a6c21a000c0a17643af326c73a73f83f0fb"
+checksum = "ebeb9aaf9329dff6ceb65c689ca3db33dbf15f324909c60e4e5eef5701ce31b1"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -1232,9 +1185,9 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d82020dadcb845a345591863adb65d74fa8dc5c18a0b6d408470e13b7adc7005"
+checksum = "77e9d642a7e3a318e37c2c9427b5a6a48aa1ad55dcd986f3034ab2239045a645"
 dependencies = [
  "darling 0.21.3",
  "ident_case",
@@ -1242,7 +1195,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1265,7 +1218,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1291,9 +1244,9 @@ dependencies = [
 
 [[package]]
 name = "bstr"
-version = "1.12.0"
+version = "1.12.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "234113d19d0d7d613b40e86fb654acf958910802bcceab913a4f9e7cda03b1a4"
+checksum = "63044e1ae8e69f3b5a92c736ca6269b8d12fa7efe39bf34ddb06d102cf0e2cab"
 dependencies = [
  "memchr",
  "serde",
@@ -1329,9 +1282,9 @@ dependencies = [
 
 [[package]]
 name = "bytemuck"
-version = "1.23.2"
+version = "1.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3995eaeebcdf32f91f980d360f78732ddc061097ab4e39991ae7a6ace9194677"
+checksum = "1fbdf580320f38b612e485521afda1ee26d10cc9884efaaa750d383e13e3c5f4"
 
 [[package]]
 name = "byteorder"
@@ -1360,21 +1313,20 @@ dependencies = [
 
 [[package]]
 name = "bzip2"
-version = "0.4.4"
+version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bdb116a6ef3f6c3698828873ad02c3014b3c85cadb88496095628e3ef1e347f8"
+checksum = "49ecfb22d906f800d4fe833b6282cf4dc1c298f5057ca0b5445e5c209735ca47"
 dependencies = [
  "bzip2-sys",
- "libc",
 ]
 
 [[package]]
 name = "bzip2"
-version = "0.5.2"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "49ecfb22d906f800d4fe833b6282cf4dc1c298f5057ca0b5445e5c209735ca47"
+checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
 dependencies = [
- "bzip2-sys",
+ "libbz2-rs-sys",
 ]
 
 [[package]]
@@ -1398,9 +1350,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.36"
+version = "1.2.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5252b3d2648e5eedbc1a6f501e3c795e07025c1e93bbf8bbdd6eef7f447a6d54"
+checksum = "739eb0f94557554b3ca9a86d2d37bebd49c5e6d0c1d2bda35ba5bdac830befc2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -1419,9 +1371,9 @@ dependencies = [
 
 [[package]]
 name = "cfg-if"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "cfg_aliases"
@@ -1440,7 +1392,7 @@ dependencies = [
  "num-traits",
  "serde",
  "wasm-bindgen",
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -1498,9 +1450,9 @@ dependencies = [
 
 [[package]]
 name = "clap"
-version = "4.5.47"
+version = "4.5.50"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7eac00902d9d136acd712710d71823fb8ac8004ca445a89e73a41d45aa712931"
+checksum = "0c2cfd7bf8a6017ddaa4e32ffe7403d547790db06bd171c1c53926faab501623"
 dependencies = [
  "clap_builder",
  "clap_derive",
@@ -1508,9 +1460,9 @@ dependencies = [
 
 [[package]]
 name = "clap_builder"
-version = "4.5.47"
+version = "4.5.50"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ad9bbf750e73b5884fb8a211a9424a1906c1e156724260fdae972f31d70e1d6"
+checksum = "0a4c05b9e80c5ccd3a7ef080ad7b6ba7d6fc00a985b8b157197075677c82c7a0"
 dependencies = [
  "anstream",
  "anstyle",
@@ -1520,21 +1472,21 @@ dependencies = [
 
 [[package]]
 name = "clap_derive"
-version = "4.5.47"
+version = "4.5.49"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bbfd7eae0b0f1a6e63d4b13c9c478de77c2eb546fba158ad50b4203dc24b9f9c"
+checksum = "2a0b5487afeab2deb2ff4e03a807ad1a03ac532ff5a2cee5d86884440c7f7671"
 dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "clap_lex"
-version = "0.7.5"
+version = "0.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b94f61472cee1439c0b966b47e3aca9ae07e45d070759512cd390ea2bebc6675"
+checksum = "a1d728cc89cf3aee9ff92b05e62b19ee65a02b5702cff7d5a377e32c6ae29d8d"
 
 [[package]]
 name = "clipboard-win"
@@ -1571,12 +1523,13 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.2.0"
+version = "7.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f8e18d0dca9578507f13f9803add0df13362b02c501c1c17734f0dbb52eaf0b"
+checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
 dependencies = [
- "unicode-segmentation",
- "unicode-width 0.2.1",
+ "strum 0.26.3",
+ "strum_macros 0.26.4",
+ "unicode-width 0.2.2",
 ]
 
 [[package]]
@@ -1590,15 +1543,15 @@ dependencies = [
 
 [[package]]
 name = "console"
-version = "0.15.11"
+version = "0.16.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "054ccb5b10f9f2cbf51eb355ca1d05c2d279ce1804688d0db74b4733a5aeafd8"
+checksum = "b430743a6eb14e9764d4260d4c0d8123087d504eeb9c48f2b2a5e810dd369df4"
 dependencies = [
  "encode_unicode",
  "libc",
  "once_cell",
- "unicode-width 0.2.1",
- "windows-sys 0.59.0",
+ "unicode-width 0.2.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -1659,15 +1612,6 @@ version = "0.8.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "773648b94d0e5d620f64f280777445740e61fe701025087ec8b57f45c791888b"
 
-[[package]]
-name = "core2"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b49ba7ef1ad6107f8824dbe97de947cbaac53c44e7f9756a1fba0d37c1eec505"
-dependencies = [
- "memchr",
-]
-
 [[package]]
 name = "cpufeatures"
 version = "0.2.17"
@@ -1771,21 +1715,21 @@ dependencies = [
 
 [[package]]
 name = "csv"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
+checksum = "52cd9d68cf7efc6ddfaaee42e7288d3a99d613d4b50f76ce9827ae0c6e14f938"
 dependencies = [
  "csv-core",
  "itoa",
  "ryu",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "csv-core"
-version = "0.1.12"
+version = "0.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d02f3b0da4c6504f86e9cd789d8dbafab48c2321be74e9987593de5a894d93d"
+checksum = "704a3c26996a80471189265814dbc2c257598b96b8a7feae2d31ace646bb9782"
 dependencies = [
  "memchr",
 ]
@@ -1797,7 +1741,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "32a2785755761f3ddc1492979ce1e48d2c00d09311c39e4466429188f3dd6501"
 dependencies = [
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1831,7 +1775,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1845,7 +1789,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1856,7 +1800,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1867,15 +1811,9 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core 0.21.3",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
-[[package]]
-name = "dary_heap"
-version = "0.3.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "04d2cd9c18b9f454ed67da600630b021a8a80bf33f8c95896ab33aaf1c26b728"
-
 [[package]]
 name = "dashmap"
 version = "6.1.0"
@@ -1892,16 +1830,16 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a11e19a7ccc5bb979c95c1dceef663eab39c9061b3bbf8d1937faf0f03bf41f"
+checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
 dependencies = [
  "arrow",
  "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
- "bzip2 0.5.2",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-catalog",
  "datafusion-catalog-listing",
@@ -1922,6 +1860,7 @@ dependencies = [
  "datafusion-functions-window",
  "datafusion-optimizer",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
@@ -1929,6 +1868,7 @@ dependencies = [
  "datafusion-sql",
  "flate2",
  "futures",
+ "hex",
  "itertools 0.14.0",
  "log",
  "object_store",
@@ -1947,9 +1887,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94985e67cab97b1099db2a7af11f31a45008b282aba921c1e1d35327c212ec18"
+checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1973,9 +1913,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e002df133bdb7b0b9b429d89a69aa77b35caeadee4498b2ce1c7c23a99516988"
+checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1996,9 +1936,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-cli"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85591b54815b0c9d3fbf3b0425b75e9fc49ef73e6886d6c19d622986e2551b53"
+checksum = "6a0b9c821d14e79070f42ea3a6d6618ced04d94277f0a32301918d7a022c250f"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2009,6 +1949,7 @@ dependencies = [
  "dirs",
  "env_logger",
  "futures",
+ "log",
  "mimalloc",
  "object_store",
  "parking_lot",
@@ -2021,18 +1962,20 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e13242fc58fd753787b0a538e5ae77d356cb9d0656fa85a591a33c5f106267f6"
+checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
 dependencies = [
  "ahash 0.8.12",
- "apache-avro 0.17.0",
+ "apache-avro",
  "arrow",
  "arrow-ipc",
  "base64 0.22.1",
+ "chrono",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "hex",
+ "indexmap 2.12.0",
  "libc",
  "log",
  "object_store",
@@ -2046,9 +1989,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d2239f964e95c3a5d6b4a8cde07e646de8995c1396a7fd62c6e784f5341db499"
+checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
 dependencies = [
  "futures",
  "log",
@@ -2057,21 +2000,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2cf792579bc8bf07d1b2f68c2d5382f8a63679cce8fbebfd4ba95742b6e08864"
+checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
 dependencies = [
  "arrow",
  "async-compression",
  "async-trait",
  "bytes",
- "bzip2 0.5.2",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -2093,11 +2037,11 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-avro"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4de733d231abb0fba663ff60fd37bf7171fa8b2e46e8a99e41362001821d116e"
+checksum = "10d40b6953ebc9099b37adfd12fde97eb73ff0cee44355c6dea64b8a4537d561"
 dependencies = [
- "apache-avro 0.17.0",
+ "apache-avro",
  "arrow",
  "async-trait",
  "bytes",
@@ -2118,9 +2062,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfc114f9a1415174f3e8d2719c371fc72092ef2195a7955404cfe6b2ba29a706"
+checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2143,9 +2087,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d88dd5e215c420a52362b9988ecd4cefd71081b730663d4f7d886f706111fc75"
+checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2168,9 +2112,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33692acdd1fbe75280d14f4676fe43f39e9cb36296df56575aa2cac9a819e4cf"
+checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2183,11 +2127,14 @@ dependencies = [
  "datafusion-expr",
  "datafusion-functions-aggregate",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
+ "datafusion-pruning",
  "datafusion-session",
  "futures",
+ "hex",
  "itertools 0.14.0",
  "log",
  "object_store",
@@ -2199,17 +2146,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0e7b648387b0c1937b83cb328533c06c923799e73a9e3750b762667f32662c0"
+checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
 
 [[package]]
 name = "datafusion-execution"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9609d83d52ff8315283c6dad3b97566e877d8f366fab4c3297742f33dcd636c7"
+checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
 dependencies = [
  "arrow",
+ "async-trait",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
@@ -2217,6 +2165,7 @@ dependencies = [
  "log",
  "object_store",
  "parking_lot",
+ "parquet",
  "rand 0.9.2",
  "tempfile",
  "url",
@@ -2224,11 +2173,12 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e75230cd67f650ef0399eb00f54d4a073698f2c0262948298e5299fc7324da63"
+checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
 dependencies = [
  "arrow",
+ "async-trait",
  "chrono",
  "datafusion-common",
  "datafusion-doc",
@@ -2236,7 +2186,7 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "paste",
  "recursive",
  "serde_json",
@@ -2245,22 +2195,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70fafb3a045ed6c49cfca0cd090f62cf871ca6326cc3355cb0aaf1260fa760b6"
+checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
 dependencies = [
  "arrow",
  "datafusion-common",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-functions"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cdf9a9cf655265861a20453b1e58357147eab59bdc90ce7f2f68f1f35104d3bb"
+checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -2287,9 +2237,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f07e49733d847be0a05235e17b884d326a2fd402c97a89fe8bcf0bfba310005"
+checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2308,9 +2258,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4512607e10d72b0b0a1dc08f42cb5bd5284cb8348b7fea49dc83409493e32b1b"
+checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2321,9 +2271,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ab331806e34f5545e5f03396e4d5068077395b1665795d8f88c14ec4f1e0b7a"
+checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -2333,6 +2283,7 @@ dependencies = [
  "datafusion-expr",
  "datafusion-functions",
  "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-macros",
  "datafusion-physical-expr-common",
  "itertools 0.14.0",
@@ -2342,9 +2293,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4ac2c0be983a06950ef077e34e0174aa0cb9e346f3aeae459823158037ade37"
+checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2358,9 +2309,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f3d92731de384c90906941d36dcadf6a86d4128409a9c5cd916662baed5f53"
+checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2376,9 +2327,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c679f8bf0971704ec8fd4249fcbb2eb49d6a12cc3e7a840ac047b4928d3541b5"
+checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -2386,27 +2337,28 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2821de7cb0362d12e75a5196b636a59ea3584ec1e1cc7dc6f5e34b9e8389d251"
+checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
 dependencies = [
  "datafusion-expr",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1594c7a97219ede334f25347ad8d57056621e7f4f35a0693c8da876e10dd6a53"
+checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
 dependencies = [
  "arrow",
  "chrono",
  "datafusion-common",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-physical-expr",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
  "recursive",
@@ -2416,9 +2368,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc6da0f2412088d23f6b01929dedd687b5aee63b19b674eb73d00c3eb3c883b7"
+checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2429,18 +2381,34 @@ dependencies = [
  "datafusion-physical-expr-common",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
+ "parking_lot",
  "paste",
- "petgraph 0.8.2",
+ "petgraph 0.8.3",
+]
+
+[[package]]
+name = "datafusion-physical-expr-adapter"
+version = "50.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+dependencies = [
+ "arrow",
+ "datafusion-common",
+ "datafusion-expr",
+ "datafusion-functions",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "itertools 0.14.0",
 ]
 
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dcb0dbd9213078a593c3fe28783beaa625a4e6c6a6c797856ee2ba234311fb96"
+checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2452,9 +2420,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d140854b2db3ef8ac611caad12bfb2e1e1de827077429322a6188f18fc0026a"
+checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -2464,6 +2432,7 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
+ "datafusion-pruning",
  "itertools 0.14.0",
  "log",
  "recursive",
@@ -2471,9 +2440,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b46cbdf21a01206be76d467f325273b22c559c744a012ead5018dfe79597de08"
+checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -2485,13 +2454,14 @@ dependencies = [
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "futures",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
  "parking_lot",
@@ -2499,11 +2469,29 @@ dependencies = [
  "tokio",
 ]
 
+[[package]]
+name = "datafusion-pruning"
+version = "50.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+dependencies = [
+ "arrow",
+ "arrow-schema",
+ "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-expr-common",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
+ "itertools 0.14.0",
+ "log",
+]
+
 [[package]]
 name = "datafusion-session"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a72733766ddb5b41534910926e8da5836622316f6283307fd9fb7e19811a59c"
+checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2525,11 +2513,13 @@ dependencies = [
 
 [[package]]
 name = "datafusion-spark"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4f469b1301a5a2dec8b944eacb7b1194ed8c0f8203ce460b7451bb6fa2e89060"
+checksum = "613efb6666a7d42fcb922b90cd0daa2b25ea486d141350e5d3e86e46df28309a"
 dependencies = [
  "arrow",
+ "chrono",
+ "crc32fast",
  "datafusion-catalog",
  "datafusion-common",
  "datafusion-execution",
@@ -2537,19 +2527,22 @@ dependencies = [
  "datafusion-functions",
  "datafusion-macros",
  "log",
+ "sha1",
+ "url",
+ "xxhash-rust",
 ]
 
 [[package]]
 name = "datafusion-sql"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5162338cdec9cc7ea13a0e6015c361acad5ec1d88d83f7c86301f789473971f"
+checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
 dependencies = [
  "arrow",
  "bigdecimal",
  "datafusion-common",
  "datafusion-expr",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "log",
  "recursive",
  "regex",
@@ -2558,9 +2551,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sqllogictest"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d3a05ab096d3dd4c234f4ecf3c9c08b71396ac1810d4d57d3a13049bbf8a1b30"
+checksum = "17598193dd875ca895400c51ccab1c30fceb1855220dc60aa415a4db7c95a2d7"
 dependencies = [
  "arrow",
  "async-trait",
@@ -2579,15 +2572,15 @@ dependencies = [
  "sqllogictest",
  "sqlparser",
  "tempfile",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tokio",
 ]
 
 [[package]]
 name = "datafusion-substrait"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af6029c08002772fb2c38a191d21a8b03af78750f42d9b896222f6b0e16c84cf"
+checksum = "eaa011a3814d91a03ab655ad41bbe5e57b203b2859281af8fe2c30aebbbcc5d9"
 dependencies = [
  "async-recursion",
  "async-trait",
@@ -2600,6 +2593,7 @@ dependencies = [
  "substrait",
  "tokio",
  "url",
+ "uuid",
 ]
 
 [[package]]
@@ -2615,12 +2609,12 @@ dependencies = [
 
 [[package]]
 name = "deranged"
-version = "0.5.3"
+version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d630bccd429a5bb5a64b5e94f693bfc48c9f8566418fda4c494cc94f911f87cc"
+checksum = "ececcb659e7ba858fb4f10388c250a7252eb0a27373f1a72b8748afdd248e587"
 dependencies = [
  "powerfmt",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -2641,7 +2635,7 @@ dependencies = [
  "darling 0.20.11",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -2651,7 +2645,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -2696,7 +2690,7 @@ dependencies = [
  "libc",
  "option-ext",
  "redox_users",
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2707,7 +2701,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -2758,7 +2752,7 @@ dependencies = [
  "enum-ordinalize",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -2784,29 +2778,29 @@ checksum = "c34f04666d835ff5d62e058c3995147c06f42fe86ff053337632bca83e42702d"
 
 [[package]]
 name = "enum-ordinalize"
-version = "4.3.0"
+version = "4.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fea0dcfa4e54eeb516fe454635a95753ddd39acda650ce703031c6973e315dd5"
+checksum = "4a1091a7bb1f8f2c4b28f1fe2cef4980ca2d410a3d727d67ecc3178c9b0800f0"
 dependencies = [
  "enum-ordinalize-derive",
 ]
 
 [[package]]
 name = "enum-ordinalize-derive"
-version = "4.3.1"
+version = "4.3.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0d28318a75d4aead5c4db25382e8ef717932d0346600cacae6357eb5941bc5ff"
+checksum = "8ca9601fb2d62598ee17836250842873a413586e5d7ed88b356e38ddbb0ec631"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "env_filter"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "186e05a59d4c50738528153b83b0b0194d3a29507dfec16eccd4b342903397d0"
+checksum = "1bf3c259d255ca70051b30e2e95b5446cdb8949ac4cd22c0d7fd634d89f568e2"
 dependencies = [
  "log",
  "regex",
@@ -2833,12 +2827,12 @@ checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
 [[package]]
 name = "errno"
-version = "0.3.13"
+version = "0.3.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "778e2ac28f6c47af28e4907f13ffd1e1ddbd400980a9abd7c8df189bf578a5ad"
+checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -2914,7 +2908,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "baec6a0289d7f1fe5665586ef7340af82e3037207bef60f5785e57569776f0c8"
 dependencies = [
  "bytes",
- "rkyv 0.8.11",
+ "rkyv 0.8.12",
  "serde",
  "simdutf8",
 ]
@@ -2926,15 +2920,15 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0ce92ff622d6dadf7349484f42c93271a0d49b7cc4d466a936405bacbe10aa78"
 dependencies = [
  "cfg-if",
- "rustix 1.0.8",
+ "rustix",
  "windows-sys 0.59.0",
 ]
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.1"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fd99930f64d146689264c637b5af2f0233a933bef0d8570e2526bf9e083192d"
+checksum = "52051878f80a721bb68ebfbc930e07b65ba72f2da88968ea5c06fd6ca3d3a127"
 
 [[package]]
 name = "fixedbitset"
@@ -2944,9 +2938,9 @@ checksum = "1d674e81391d1e1ab681a28d99df07927c6d4aa5b027d7da16ba32d1d21ecd99"
 
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.9.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1045398c1bfd89168b5fd3f1fc11f6e70b34f6f66300c87d44d3de849463abf1"
+checksum = "09b6620799e7340ebd9968d2e0708eb82cf1971e9a16821e2091b6d6e475eed5"
 dependencies = [
  "bitflags",
  "rustc_version",
@@ -2954,9 +2948,9 @@ dependencies = [
 
 [[package]]
 name = "flate2"
-version = "1.1.2"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a3d7db9596fecd151c5f638c0ee5d5bd487b6e0ea232e5dc96d5250f6f94b1d"
+checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
 dependencies = [
  "crc32fast",
  "libz-rs-sys",
@@ -3003,9 +2997,9 @@ checksum = "28dd6caf6059519a65843af8fe2a3ae298b14b80179855aeb4adc2c1934ee619"
 
 [[package]]
 name = "fs-err"
-version = "3.1.1"
+version = "3.1.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88d7be93788013f265201256d58f04936a8079ad5dc898743aa20525f503b683"
+checksum = "6ad492b2cf1d89d568a43508ab24f98501fe03f2f31c01e1d0fe7366a71745d2"
 dependencies = [
  "autocfg",
 ]
@@ -3102,7 +3096,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -3135,25 +3129,11 @@ dependencies = [
  "slab",
 ]
 
-[[package]]
-name = "generator"
-version = "0.8.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "605183a538e3e2a9c1038635cc5c2d194e2ee8fd0d1b66b8349fad7dbacce5a2"
-dependencies = [
- "cc",
- "cfg-if",
- "libc",
- "log",
- "rustversion",
- "windows",
-]
-
 [[package]]
 name = "generic-array"
-version = "0.14.7"
+version = "0.14.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
+checksum = "4bb6743198531e02858aeaea5398fcc883e71851fcbcb5a2f773e2fb6cb1edf2"
 dependencies = [
  "typenum",
  "version_check",
@@ -3168,30 +3148,24 @@ dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
+ "wasi",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.3.3"
+version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26145e563e54f2cadc477553f1ec5ee650b00862f0a58bcd12cbdc5f0ea2d2f4"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
  "r-efi",
- "wasi 0.14.4+wasi-0.2.4",
+ "wasip2",
  "wasm-bindgen",
 ]
 
-[[package]]
-name = "gimli"
-version = "0.31.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
-
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -3200,9 +3174,9 @@ checksum = "0cc23270f6e1808e30a928bdc84dea0b9b4136a8bc82338574f23baf47bbd280"
 
 [[package]]
 name = "globset"
-version = "0.4.16"
+version = "0.4.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "54a1028dfc5f5df5da8a56a73e6c153c9a9708ec57232470703592a3f18e49f5"
+checksum = "52dfc19153a48bde0cbd630453615c8151bce3a5adfac7a0aebfbf0a1e1f57e3"
 dependencies = [
  "aho-corasick",
  "bstr",
@@ -3246,7 +3220,7 @@ dependencies = [
  "futures-sink",
  "futures-util",
  "http 0.2.12",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "slab",
  "tokio",
  "tokio-util",
@@ -3265,7 +3239,7 @@ dependencies = [
  "futures-core",
  "futures-sink",
  "http 1.3.1",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "slab",
  "tokio",
  "tokio-util",
@@ -3274,13 +3248,14 @@ dependencies = [
 
 [[package]]
 name = "half"
-version = "2.6.0"
+version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
  "cfg-if",
  "crunchy",
  "num-traits",
+ "zerocopy",
 ]
 
 [[package]]
@@ -3313,6 +3288,12 @@ dependencies = [
  "foldhash",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+
 [[package]]
 name = "hashlink"
 version = "0.10.0"
@@ -3458,9 +3439,9 @@ dependencies = [
 
 [[package]]
 name = "humantime"
-version = "2.2.0"
+version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b112acc8b3adf4b107a8ec20977da0273a8c386765a3ec0229bd500a1443f9f"
+checksum = "135b12329e5e3ce057a9f972339ea52bc954fe1e9358ef27f95e89716fbc5424"
 
 [[package]]
 name = "hyper"
@@ -3534,20 +3515,20 @@ dependencies = [
  "http 1.3.1",
  "hyper 1.7.0",
  "hyper-util",
- "rustls 0.23.31",
- "rustls-native-certs 0.8.1",
+ "rustls 0.23.34",
+ "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "tokio",
- "tokio-rustls 0.26.2",
+ "tokio-rustls 0.26.4",
  "tower-service",
- "webpki-roots 1.0.2",
+ "webpki-roots 1.0.3",
 ]
 
 [[package]]
 name = "hyper-util"
-version = "0.1.16"
+version = "0.1.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d9b05277c7e8da2c93a568989bb6207bef0112e8d17df7a6eda4a3cf143bc5e"
+checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
 dependencies = [
  "base64 0.22.1",
  "bytes",
@@ -3561,7 +3542,7 @@ dependencies = [
  "libc",
  "percent-encoding",
  "pin-project-lite",
- "socket2 0.6.0",
+ "socket2 0.6.1",
  "tokio",
  "tower-service",
  "tracing",
@@ -3569,9 +3550,9 @@ dependencies = [
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.63"
+version = "0.1.64"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0c919e5debc312ad217002b8048a17b7d83f80703865bbfcfebb0458b0b27d8"
+checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
 dependencies = [
  "android_system_properties",
  "core-foundation-sys",
@@ -3596,7 +3577,7 @@ name = "iceberg"
 version = "0.7.0"
 dependencies = [
  "anyhow",
- "apache-avro 0.20.0",
+ "apache-avro",
  "array-init",
  "arrow-arith",
  "arrow-array",
@@ -3647,7 +3628,7 @@ dependencies = [
  "tera",
  "thrift",
  "tokio",
- "typed-builder 0.20.1",
+ "typed-builder",
  "url",
  "uuid",
  "zstd",
@@ -3712,6 +3693,9 @@ dependencies = [
  "iceberg-catalog-hms",
  "iceberg-catalog-rest",
  "iceberg-catalog-s3tables",
+ "iceberg-catalog-sql",
+ "sqlx",
+ "tempfile",
  "tokio",
 ]
 
@@ -3734,7 +3718,7 @@ dependencies = [
  "serde_json",
  "tokio",
  "tracing",
- "typed-builder 0.20.1",
+ "typed-builder",
  "uuid",
 ]
 
@@ -3742,6 +3726,7 @@ dependencies = [
 name = "iceberg-catalog-s3tables"
 version = "0.7.0"
 dependencies = [
+ "anyhow",
  "async-trait",
  "aws-config",
  "aws-sdk-s3tables",
@@ -3757,13 +3742,12 @@ version = "0.7.0"
 dependencies = [
  "async-trait",
  "iceberg",
- "iceberg_test_utils",
  "itertools 0.13.0",
  "regex",
  "sqlx",
+ "strum 0.27.2",
  "tempfile",
  "tokio",
- "typed-builder 0.20.1",
 ]
 
 [[package]]
@@ -3821,6 +3805,7 @@ dependencies = [
  "datafusion-cli",
  "dirs",
  "fs-err",
+ "home",
  "iceberg",
  "iceberg-catalog-rest",
  "iceberg-datafusion",
@@ -3841,7 +3826,12 @@ dependencies = [
  "datafusion",
  "datafusion-sqllogictest",
  "enum-ordinalize",
+ "env_logger",
+ "iceberg",
+ "iceberg-datafusion",
  "indicatif",
+ "libtest-mimic",
+ "log",
  "serde",
  "sqllogictest",
  "tokio",
@@ -3859,9 +3849,9 @@ dependencies = [
 
 [[package]]
 name = "icu_collections"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
+checksum = "f578a71f2bfaf7ceb30b519a645ae48024b45f9eecbe060a31a004d7b4ba9462"
 dependencies = [
  "displaydoc",
  "potential_utf",
@@ -3872,9 +3862,9 @@ dependencies = [
 
 [[package]]
 name = "icu_locale_core"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cde2700ccaed3872079a65fb1a78f6c0a36c91570f28755dda67bc8f7d9f00a"
+checksum = "4c219b62bf5a06801012446193fdfcbd7970e876823aba4c62def2ce957dcb44"
 dependencies = [
  "displaydoc",
  "litemap",
@@ -3885,11 +3875,10 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "436880e8e18df4d7bbc06d58432329d6458cc84531f7ac5f024e93deadb37979"
+checksum = "33747cecc725eebb47ac503fab725e395d50cb7889ae490a1359f130611d4cc5"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_normalizer_data",
  "icu_properties",
@@ -3900,42 +3889,38 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer_data"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00210d6893afc98edb752b664b8890f0ef174c8adbb8d0be9710fa66fbbf72d3"
+checksum = "d6ce2d23e1b3c45624ba6a23e2c767e01c9680e0c0800b39c7abfff9565175d8"
 
 [[package]]
 name = "icu_properties"
-version = "2.0.1"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "016c619c1eeb94efb86809b015c58f479963de65bdb6253345c1a1276f22e32b"
+checksum = "6d70f9b6574c79f7a83ea5ce72cc88d271a3e77355c5f7748a107e751d8617fb"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_locale_core",
  "icu_properties_data",
  "icu_provider",
- "potential_utf",
  "zerotrie",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_properties_data"
-version = "2.0.1"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "298459143998310acd25ffe6810ed544932242d3f07083eee1084d83a71bd632"
+checksum = "17fa55bf868e28e638ed132bcee1e5c21ba2c1e52c15e7c78b781858e7b54342"
 
 [[package]]
 name = "icu_provider"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03c80da27b5f4187909049ee2d72f276f0d9f99a42c306bd0131ecfe04d8e5af"
+checksum = "f64958e359123591ae1f17a27b5fc9ebdb50c98b04e0401146154de1d8fe3e44"
 dependencies = [
  "displaydoc",
  "icu_locale_core",
- "stable_deref_trait",
- "tinystr",
  "writeable",
  "yoke",
  "zerofrom",
@@ -3972,9 +3957,9 @@ dependencies = [
 
 [[package]]
 name = "ignore"
-version = "0.4.23"
+version = "0.4.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d89fd380afde86567dfba715db065673989d6253f42b88179abd3eae47bda4b"
+checksum = "81776e6f9464432afcc28d03e52eb101c93b6f0566f52aef2427663e700f0403"
 dependencies = [
  "crossbeam-deque",
  "globset",
@@ -3999,25 +3984,26 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.11.0"
+version = "2.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2481980430f9f78649238835720ddccc57e52df14ffce1c6f37391d61b563e9"
+checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
 dependencies = [
  "equivalent",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "indicatif"
-version = "0.17.11"
+version = "0.18.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "183b3088984b400f4cfac3620d5e076c84da5364016b4f49473de574b2586235"
+checksum = "ade6dfcba0dfb62ad59e59e7241ec8912af34fd29e0e743e3db992bd278e8b65"
 dependencies = [
  "console",
- "number_prefix",
  "portable-atomic",
- "unicode-width 0.2.1",
+ "unicode-width 0.2.2",
+ "unit-prefix",
  "web-time",
 ]
 
@@ -4047,17 +4033,6 @@ dependencies = [
  "tokio",
 ]
 
-[[package]]
-name = "io-uring"
-version = "0.7.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "046fa2d4d00aea763528b4950358d0ead425372445dc8ff86312b3c69ff7727b"
-dependencies = [
- "bitflags",
- "cfg-if",
- "libc",
-]
-
 [[package]]
 name = "ipnet"
 version = "2.11.0"
@@ -4076,18 +4051,9 @@ dependencies = [
 
 [[package]]
 name = "is_terminal_polyfill"
-version = "1.70.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7943c866cc5cd64cbc25b2e01621d07fa8eb2a1a23160ee81ce38704e97b8ecf"
-
-[[package]]
-name = "itertools"
-version = "0.12.1"
+version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba291022dbbd398a455acf126c1e341954079855bc60dfdda641363bd6922569"
-dependencies = [
- "either",
-]
+checksum = "a6cb138bb79a146c1bd460005623e142ef0181e3d0219cb493e02f7d08a35695"
 
 [[package]]
 name = "itertools"
@@ -4134,7 +4100,7 @@ checksum = "03343451ff899767262ec32146f6d559dd759fdadf42ff0e227c7c48f72594b4"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4143,15 +4109,15 @@ version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "libc",
 ]
 
 [[package]]
 name = "js-sys"
-version = "0.3.78"
+version = "0.3.82"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c0b063578492ceec17683ef2f8c5e89121fbd0b172cbc280635ab7567db2738"
+checksum = "b011eec8cc36da2aab2d5cff675ec18454fad408585853910a202391cf9f8e65"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
@@ -4181,17 +4147,11 @@ dependencies = [
  "spin",
 ]
 
-[[package]]
-name = "lazycell"
-version = "1.3.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "830d08ce1d1d941e6b30645f1a0eb5643013d835ce3779a5fc208261dbe10f55"
-
 [[package]]
 name = "lexical-core"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b765c31809609075565a70b4b71402281283aeda7ecaf4818ac14a7b2ade8958"
+checksum = "7d8d125a277f807e55a77304455eb7b1cb52f2b18c143b60e766c120bd64a594"
 dependencies = [
  "lexical-parse-float",
  "lexical-parse-integer",
@@ -4202,93 +4162,68 @@ dependencies = [
 
 [[package]]
 name = "lexical-parse-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6f9cb01fb0b08060209a057c048fcbab8717b4c1ecd2eac66ebfe39a65b0f2"
+checksum = "52a9f232fbd6f550bc0137dcb5f99ab674071ac2d690ac69704593cb4abbea56"
 dependencies = [
  "lexical-parse-integer",
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-parse-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72207aae22fc0a121ba7b6d479e42cbfea549af1479c3f3a4f12c70dd66df12e"
+checksum = "9a7a039f8fb9c19c996cd7b2fcce303c1b2874fe1aca544edc85c4a5f8489b34"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-util"
-version = "1.0.6"
+version = "1.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a82e24bf537fd24c177ffbbdc6ebcc8d54732c35b50a3f28cc3f4e4c949a0b3"
-dependencies = [
- "static_assertions",
-]
+checksum = "2604dd126bb14f13fb5d1bd6a66155079cb9fa655b37f875b3a742c705dbed17"
 
 [[package]]
 name = "lexical-write-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5afc668a27f460fb45a81a757b6bf2f43c2d7e30cb5a2dcd3abf294c78d62bd"
+checksum = "50c438c87c013188d415fbabbb1dceb44249ab81664efbd31b14ae55dabb6361"
 dependencies = [
  "lexical-util",
  "lexical-write-integer",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-write-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "629ddff1a914a836fb245616a7888b62903aae58fa771e1d83943035efa0f978"
+checksum = "409851a618475d2d5796377cad353802345cba92c867d9fbcde9cf4eac4e14df"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
-name = "libc"
-version = "0.2.175"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a82ae493e598baaea5209805c49bbf2ea7de956d50d7da0da1164f9c6d28543"
-
-[[package]]
-name = "libflate"
-version = "2.1.0"
+name = "libbz2-rs-sys"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45d9dfdc14ea4ef0900c1cddbc8dcd553fbaacd8a4a282cf4018ae9dd04fb21e"
-dependencies = [
- "adler32",
- "core2",
- "crc32fast",
- "dary_heap",
- "libflate_lz77",
-]
+checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
 
 [[package]]
-name = "libflate_lz77"
-version = "2.1.0"
+name = "libc"
+version = "0.2.177"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e6e0d73b369f386f1c44abd9c570d5318f55ccde816ff4b562fa452e5182863d"
-dependencies = [
- "core2",
- "hashbrown 0.14.5",
- "rle-decode-fast",
-]
+checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
 
 [[package]]
 name = "libloading"
-version = "0.8.8"
+version = "0.8.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07033963ba89ebaf1584d767badaa2e8fcec21aedea6b8c0346d487d49c28667"
+checksum = "d7c4b02199fee7c5d21a5ae7d8cfa79a6ef5bb2fc834d6e9058e89c825efdc55"
 dependencies = [
  "cfg-if",
- "windows-targets 0.53.3",
+ "windows-link",
 ]
 
 [[package]]
@@ -4309,9 +4244,9 @@ dependencies = [
 
 [[package]]
 name = "libredox"
-version = "0.1.9"
+version = "0.1.10"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "391290121bad3d37fbddad76d8f5d1c1c314cfc646d143d7e07a3086ddff0ce3"
+checksum = "416f7e718bdb06000964960ffa43b4335ad4012ae8b99060261aa4a8088d5ccb"
 dependencies = [
  "bitflags",
  "libc",
@@ -4369,29 +4304,22 @@ dependencies = [
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.4.15"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d26c52dbd32dccf2d10cac7725f8eae5296885fb5703b261f7d0a0739ec807ab"
-
-[[package]]
-name = "linux-raw-sys"
-version = "0.9.4"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd945864f07fe9f5371a27ad7b52a172b4b499999f1d97574c9fa68373937e12"
+checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
 
 [[package]]
 name = "litemap"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
+checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
 
 [[package]]
 name = "lock_api"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96936507f153605bddfcda068dd804796c84324ed2510809e5b2a624c81da765"
+checksum = "224399e74b87b5f3557511d98dff8b14089b3dadafcab6bb93eab67d3aace965"
 dependencies = [
- "autocfg",
  "scopeguard",
 ]
 
@@ -4401,19 +4329,6 @@ version = "0.4.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "34080505efa8e45a4b816c349525ebe327ceaa8559756f0356cba97ef3bf7432"
 
-[[package]]
-name = "loom"
-version = "0.7.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "419e0dc8046cb947daa77eb95ae174acfbddb7673b4151f56d1eed8e93fbfaca"
-dependencies = [
- "cfg-if",
- "generator",
- "scoped-tls",
- "tracing",
- "tracing-subscriber",
-]
-
 [[package]]
 name = "lru-slab"
 version = "0.1.2"
@@ -4440,15 +4355,6 @@ dependencies = [
  "pkg-config",
 ]
 
-[[package]]
-name = "matchers"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d1525a2a28c7f4fa0fc98bb91ae755d1e2d1505079e05539e35bc876b5d65ae9"
-dependencies = [
- "regex-automata",
-]
-
 [[package]]
 name = "md-5"
 version = "0.10.6"
@@ -4461,9 +4367,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.5"
+version = "2.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32a282da65faaf38286cf3be983213fcf1d2e2a58700e808f83f4ea9a4804bc0"
+checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
 
 [[package]]
 name = "memoffset"
@@ -4483,7 +4389,7 @@ dependencies = [
  "ahash 0.8.12",
  "faststr",
  "paste",
- "rustc-hash 2.1.1",
+ "rustc-hash",
  "tokio",
 ]
 
@@ -4509,17 +4415,18 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
+ "simd-adler32",
 ]
 
 [[package]]
 name = "mio"
-version = "1.0.4"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
+checksum = "69d83b0086dc8ecf3ce9ae2874b2d1290252e2a30720bea58a5c6639b0092873"
 dependencies = [
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
- "windows-sys 0.59.0",
+ "wasi",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -4545,7 +4452,7 @@ dependencies = [
  "cfg-if",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4574,23 +4481,22 @@ dependencies = [
 
 [[package]]
 name = "moka"
-version = "0.12.10"
+version = "0.12.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a9321642ca94a4282428e6ea4af8cc2ca4eac48ac7a6a4ea8f33f76d0ce70926"
+checksum = "8261cd88c312e0004c1d51baad2980c66528dfdb2bee62003e643a4d8f86b077"
 dependencies = [
  "async-lock",
  "crossbeam-channel",
  "crossbeam-epoch",
  "crossbeam-utils",
+ "equivalent",
  "event-listener",
  "futures-util",
- "loom",
  "parking_lot",
  "portable-atomic",
  "rustc_version",
  "smallvec",
  "tagptr",
- "thiserror 1.0.69",
  "uuid",
 ]
 
@@ -4614,7 +4520,7 @@ checksum = "b40e46c845ac234bcba19db7ab252bc2778cbadd516a466d2f12b1580852d136"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4625,22 +4531,22 @@ checksum = "1d87ecb2933e8aeadb3e3a02b828fed80a7528047e68b4f424523a0981a3a084"
 
 [[package]]
 name = "munge"
-version = "0.4.6"
+version = "0.4.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d7feb0b48aa0a25f9fe0899482c6e1379ee7a11b24a53073eacdecb9adb6dc60"
+checksum = "5e17401f259eba956ca16491461b6e8f72913a0a114e39736ce404410f915a0c"
 dependencies = [
  "munge_macro",
 ]
 
 [[package]]
 name = "munge_macro"
-version = "0.4.6"
+version = "0.4.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2e3795a5d2da581a8b252fec6022eee01aea10161a4d1bf237d4cbe47f7e988"
+checksum = "4568f25ccbd45ab5d5603dc34318c1ec56b117531781260002151b8530a9f931"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4701,11 +4607,11 @@ dependencies = [
 
 [[package]]
 name = "nu-ansi-term"
-version = "0.50.1"
+version = "0.50.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4a28e057d01f97e61255210fcff094d74ed0466038633e95017f5beb68e4399"
+checksum = "7957b9740744892f114936ab4a57b3f487491bbeafaf8083688b16841a4240e5"
 dependencies = [
- "windows-sys 0.52.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -4818,9 +4724,9 @@ dependencies = [
 
 [[package]]
 name = "num_enum"
-version = "0.7.4"
+version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a973b4e44ce6cad84ce69d797acf9a044532e4184c4f267913d1b546a0727b7a"
+checksum = "b1207a7e20ad57b847bbddc6776b968420d38292bbfe2089accff5e19e82454c"
 dependencies = [
  "num_enum_derive",
  "rustversion",
@@ -4828,36 +4734,30 @@ dependencies = [
 
 [[package]]
 name = "num_enum_derive"
-version = "0.7.4"
+version = "0.7.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e878c846a8abae00dd069496dbe8751b16ac1c3d6bd2a7283a938e8228f90d"
+checksum = "ff32365de1b6743cb203b710788263c44a03de03802daf96092f2da4fe6ba4d7"
 dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
-[[package]]
-name = "number_prefix"
-version = "0.4.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "830b246a0e5f20af87141b25c173cd1b609bd7779a4617d6ec582abaf90870f3"
-
 [[package]]
 name = "object"
-version = "0.36.7"
+version = "0.32.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62948e14d923ea95ea2c7c86c71013138b66525b86bdc08d2dcc262bdb497b87"
+checksum = "a6a622008b6e321afc04970976f62ee297fdbaa6f95318ca343e3eebb9648441"
 dependencies = [
  "memchr",
 ]
 
 [[package]]
 name = "object_store"
-version = "0.12.3"
+version = "0.12.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "efc4f07659e11cd45a341cd24d71e683e3be65d9ff1f8150061678fe60437496"
+checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
 dependencies = [
  "async-trait",
  "base64 0.22.1",
@@ -4881,7 +4781,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_urlencoded",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tokio",
  "tracing",
  "url",
@@ -4898,15 +4798,15 @@ checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
 [[package]]
 name = "once_cell_polyfill"
-version = "1.70.1"
+version = "1.70.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a4895175b425cb1f87721b59f0f286c2092bd4af812243672510e1ac53e2e0ad"
+checksum = "384b8ab6d37215f3c5301a95a4accb5d64aa607f1fcb26a11b5303878451b4fe"
 
 [[package]]
 name = "opendal"
-version = "0.54.0"
+version = "0.54.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ffb9838d0575c6dbaf3fcec7255af8d5771996d4af900bbb6fa9a314dec00a1a"
+checksum = "42afda58fa2cf50914402d132cc1caacff116a85d10c72ab2082bb7c50021754"
 dependencies = [
  "anyhow",
  "backon",
@@ -4921,7 +4821,7 @@ dependencies = [
  "log",
  "md-5",
  "percent-encoding",
- "quick-xml 0.37.5",
+ "quick-xml 0.38.3",
  "reqsign",
  "reqwest",
  "serde",
@@ -4980,9 +4880,9 @@ checksum = "1a80800c0488c3a21695ea981a54918fbb37abf04f4d0720c453632255e2ff0e"
 
 [[package]]
 name = "owo-colors"
-version = "4.2.2"
+version = "4.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "48dd4f4a2c8405440fd0462561f0e5806bd0f77e86f51c761481bdd4018b545e"
+checksum = "9c6901729fa79e91a0913333229e9ca5dc725089d1c363b2f4b4760709dc4a52"
 
 [[package]]
 name = "parking"
@@ -4992,9 +4892,9 @@ checksum = "f38d5652c16fde515bb1ecef450ab0f6a219d619a7274976324d5e377f7dceba"
 
 [[package]]
 name = "parking_lot"
-version = "0.12.4"
+version = "0.12.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70d58bf43669b5795d1576d0641cfb6fbb2057bf629506267a92807158584a13"
+checksum = "93857453250e3077bd71ff98b6a65ea6621a19bb0f559a85248955ac12c45a1a"
 dependencies = [
  "lock_api",
  "parking_lot_core",
@@ -5002,22 +4902,22 @@ dependencies = [
 
 [[package]]
 name = "parking_lot_core"
-version = "0.9.11"
+version = "0.9.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc838d2a56b5b1a6c25f55575dfc605fabb63bb2365f6c2353ef9159aa69e4a5"
+checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
 dependencies = [
  "cfg-if",
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-targets 0.52.6",
+ "windows-link",
 ]
 
 [[package]]
 name = "parquet"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b17da4150748086bd43352bc77372efa9b6e3dbd06a04831d2a98c041c225cfa"
+checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -5034,12 +4934,13 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "lz4_flex",
  "num",
  "num-bigint",
  "object_store",
  "paste",
+ "ring",
  "seq-macro",
  "simdutf8",
  "snap",
@@ -5113,12 +5014,12 @@ dependencies = [
 
 [[package]]
 name = "pem"
-version = "3.0.5"
+version = "3.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38af38e8470ac9dee3ce1bae1af9c1671fffc44ddfd8bd1d0a3445bf349a8ef3"
+checksum = "1d30c53c26bc5b31a98cd02d20f25a7c8567146caf63ed593a9d87b2775291be"
 dependencies = [
  "base64 0.22.1",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -5138,20 +5039,19 @@ checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
 [[package]]
 name = "pest"
-version = "2.8.1"
+version = "2.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1db05f56d34358a8b1066f67cbb203ee3e7ed2ba674a6263a1d5ec6db2204323"
+checksum = "989e7521a040efde50c3ab6bbadafbe15ab6dc042686926be59ac35d74607df4"
 dependencies = [
  "memchr",
- "thiserror 2.0.16",
  "ucd-trie",
 ]
 
 [[package]]
 name = "pest_derive"
-version = "2.8.1"
+version = "2.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bb056d9e8ea77922845ec74a1c4e8fb17e7c218cc4fc11a15c5d25e189aa40bc"
+checksum = "187da9a3030dbafabbbfb20cb323b976dc7b7ce91fcd84f2f74d6e31d378e2de"
 dependencies = [
  "pest",
  "pest_generator",
@@ -5159,22 +5059,22 @@ dependencies = [
 
 [[package]]
 name = "pest_generator"
-version = "2.8.1"
+version = "2.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87e404e638f781eb3202dc82db6760c8ae8a1eeef7fb3fa8264b2ef280504966"
+checksum = "49b401d98f5757ebe97a26085998d6c0eecec4995cad6ab7fc30ffdf4b052843"
 dependencies = [
  "pest",
  "pest_meta",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "pest_meta"
-version = "2.8.1"
+version = "2.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "edd1101f170f5903fde0914f899bb503d9ff5271d7ba76bbb70bea63690cc0d5"
+checksum = "72f27a2cfee9f9039c4d86faa5af122a0ac3851441a34865b8a043b46be0065a"
 dependencies = [
  "pest",
  "sha2",
@@ -5187,18 +5087,18 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "3672b37090dbd86368a4145bc067582552b29c27377cad4e0a306c97f9bd7772"
 dependencies = [
  "fixedbitset",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
 ]
 
 [[package]]
 name = "petgraph"
-version = "0.8.2"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "54acf3a685220b533e437e264e4d932cfbdc4cc7ec0cd232ed73c08d03b8a7ca"
+checksum = "8701b58ea97060d5e5b155d383a69952a60943f0e6dfe30b04c287beb0b27455"
 dependencies = [
  "fixedbitset",
  "hashbrown 0.15.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "serde",
 ]
 
@@ -5297,7 +5197,7 @@ checksum = "6e918e4ff8c4549eb882f14b3a4bc8c8bc93de829416eacf579f1207a8fbf861"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -5369,16 +5269,16 @@ checksum = "7edddbd0b52d732b21ad9a5fab5c704c14cd949e5e9a1ec5929a24fded1b904c"
 
 [[package]]
 name = "polling"
-version = "3.10.0"
+version = "3.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b5bd19146350fe804f7cb2669c851c03d69da628803dab0d98018142aaa5d829"
+checksum = "5d0e4f59085d47d8241c88ead0f274e8a0cb551f3625263c05eb8dd897c34218"
 dependencies = [
  "cfg-if",
  "concurrent-queue",
  "hermit-abi",
  "pin-project-lite",
- "rustix 1.0.8",
- "windows-sys 0.60.2",
+ "rustix",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -5404,9 +5304,9 @@ dependencies = [
 
 [[package]]
 name = "postgres-protocol"
-version = "0.6.8"
+version = "0.6.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "76ff0abab4a9b844b93ef7b81f1efc0a366062aaef2cd702c76256b5dc075c54"
+checksum = "fbef655056b916eb868048276cfd5d6a7dea4f81560dfd047f97c8c6fe3fcfd4"
 dependencies = [
  "base64 0.22.1",
  "byteorder",
@@ -5422,9 +5322,9 @@ dependencies = [
 
 [[package]]
 name = "postgres-types"
-version = "0.2.9"
+version = "0.2.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "613283563cd90e1dfc3518d548caee47e0e725455ed619881f5cf21f36de4b48"
+checksum = "ef4605b7c057056dd35baeb6ac0c0338e4975b1f2bef0f65da953285eb007095"
 dependencies = [
  "bytes",
  "fallible-iterator",
@@ -5433,9 +5333,9 @@ dependencies = [
 
 [[package]]
 name = "potential_utf"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84df19adbe5b5a0782edcab45899906947ab039ccf4573713735ee7de1e6b08a"
+checksum = "b73949432f5e2a09657003c25bca5e19a0e9c84f8058ca374f49e0ebe605af77"
 dependencies = [
  "zerovec",
 ]
@@ -5498,23 +5398,23 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "proc-macro-crate"
-version = "3.3.0"
+version = "3.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "edce586971a4dfaa28950c6f18ed55e0406c1ab88bbce2c6f6293a7aaba73d35"
+checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
 dependencies = [
- "toml_edit",
+ "toml_edit 0.23.7",
 ]
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.101"
+version = "1.0.103"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ae43fd86e4158d6db51ad8e2b80f313af9cc74f5c0e03ccb87de09998732de"
+checksum = "5ee95bc4ef87b8d5ba32e8b7714ccc834865276eab0aed5c9958d00ec45f49e8"
 dependencies = [
  "unicode-ident",
 ]
@@ -5545,7 +5445,7 @@ dependencies = [
  "prost",
  "prost-types",
  "regex",
- "syn 2.0.106",
+ "syn 2.0.108",
  "tempfile",
 ]
 
@@ -5559,7 +5459,7 @@ dependencies = [
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -5573,10 +5473,11 @@ dependencies = [
 
 [[package]]
 name = "psm"
-version = "0.1.26"
+version = "0.1.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e944464ec8536cd1beb0bbfd96987eb5e3b72f2ecdafdc5c769a37f1fa2ae1f"
+checksum = "d11f2fedc3b7dafdc2851bc52f277377c5473d378859be234bc7ebb593144d01"
 dependencies = [
+ "ar_archive_writer",
  "cc",
 ]
 
@@ -5591,11 +5492,11 @@ dependencies = [
 
 [[package]]
 name = "ptr_meta"
-version = "0.3.0"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fe9e76f66d3f9606f44e45598d155cb13ecf09f4a28199e48daf8c8fc937ea90"
+checksum = "0b9a0cf95a1196af61d4f1cbdab967179516d9a4a4312af1f31948f8f6224a79"
 dependencies = [
- "ptr_meta_derive 0.3.0",
+ "ptr_meta_derive 0.3.1",
 ]
 
 [[package]]
@@ -5611,13 +5512,13 @@ dependencies = [
 
 [[package]]
 name = "ptr_meta_derive"
-version = "0.3.0"
+version = "0.3.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ca414edb151b4c8d125c12566ab0d74dc9cdba36fb80eb7b848c15f495fd32d1"
+checksum = "7347867d0a7e1208d93b46767be83e2b8f978c3dad35f775ac8d8847551d6fe1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -5657,10 +5558,10 @@ dependencies = [
  "pin-project-lite",
  "quinn-proto",
  "quinn-udp",
- "rustc-hash 2.1.1",
- "rustls 0.23.31",
- "socket2 0.6.0",
- "thiserror 2.0.16",
+ "rustc-hash",
+ "rustls 0.23.34",
+ "socket2 0.6.1",
+ "thiserror 2.0.17",
  "tokio",
  "tracing",
  "web-time",
@@ -5673,15 +5574,15 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
 dependencies = [
  "bytes",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "lru-slab",
  "rand 0.9.2",
  "ring",
- "rustc-hash 2.1.1",
- "rustls 0.23.31",
+ "rustc-hash",
+ "rustls 0.23.34",
  "rustls-pki-types",
  "slab",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tinyvec",
  "tracing",
  "web-time",
@@ -5696,16 +5597,16 @@ dependencies = [
  "cfg_aliases",
  "libc",
  "once_cell",
- "socket2 0.6.0",
+ "socket2 0.6.1",
  "tracing",
  "windows-sys 0.60.2",
 ]
 
 [[package]]
 name = "quote"
-version = "1.0.40"
+version = "1.0.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1885c039570dc00dcb4ff087a89e185fd56bae234ddc7f056a945bf36467248d"
+checksum = "ce25767e7b499d1b604768e7cde645d14cc8584231ea6b295e9c9eb22c02e1d1"
 dependencies = [
  "proc-macro2",
 ]
@@ -5734,11 +5635,11 @@ dependencies = [
 
 [[package]]
 name = "rancor"
-version = "0.1.0"
+version = "0.1.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf5f7161924b9d1cea0e4cabc97c372cea92b5f927fc13c6bca67157a0ad947"
+checksum = "a063ea72381527c2a0561da9c80000ef822bdd7c3241b1cc1b12100e3df081ee"
 dependencies = [
- "ptr_meta 0.3.0",
+ "ptr_meta 0.3.1",
 ]
 
 [[package]]
@@ -5799,7 +5700,7 @@ version = "0.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
 ]
 
 [[package]]
@@ -5819,14 +5720,14 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "redox_syscall"
-version = "0.5.17"
+version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5407465600fb0548f1442edf71dd20683c6ed326200ace4b1ef0763521bb3b77"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
  "bitflags",
 ]
@@ -5839,34 +5740,34 @@ checksum = "a4e608c6638b9c18977b00b475ac1f28d14e84b27d8d42f70e0bf1e3dec127ac"
 dependencies = [
  "getrandom 0.2.16",
  "libredox",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
 ]
 
 [[package]]
 name = "ref-cast"
-version = "1.0.24"
+version = "1.0.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a0ae411dbe946a674d89546582cea4ba2bb8defac896622d6496f14c23ba5cf"
+checksum = "f354300ae66f76f1c85c5f84693f0ce81d747e2c3f21a45fef496d89c960bf7d"
 dependencies = [
  "ref-cast-impl",
 ]
 
 [[package]]
 name = "ref-cast-impl"
-version = "1.0.24"
+version = "1.0.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1165225c21bff1f3bbce98f5a1f889949bc902d3575308cc7b0de30b4f6d27c7"
+checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "regex"
-version = "1.12.1"
+version = "1.12.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a52d8d02cacdb176ef4678de6c052efb4b3da14b78e4db683a4252762be5433"
+checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -5876,9 +5777,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.12"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "722166aa0d7438abbaa4d5cc2c649dac844e8c56d82fb3d33e9c34b5cd268fc6"
+checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -5887,15 +5788,15 @@ dependencies = [
 
 [[package]]
 name = "regex-lite"
-version = "0.1.7"
+version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "943f41321c63ef1c92fd763bfe054d2668f7f225a5c29f0105903dc2fc04ba30"
+checksum = "8d942b98df5e658f56f20d592c7f868833fe38115e65c33003d8cd224b0155da"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.6"
+version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
+checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
 [[package]]
 name = "regress"
@@ -5918,9 +5819,9 @@ dependencies = [
 
 [[package]]
 name = "rend"
-version = "0.5.2"
+version = "0.5.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a35e8a6bf28cd121053a66aa2e6a2e3eaffad4a60012179f0e864aa5ffeff215"
+checksum = "cadadef317c2f20755a64d7fdc48f9e7178ee6b0e1f7fce33fa60f1d68a276e6"
 
 [[package]]
 name = "reqsign"
@@ -5956,9 +5857,9 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.23"
+version = "0.12.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d429f34c8092b2d42c7c93cec323bb4adeb7c67698f70839adec842ec10c7ceb"
+checksum = "9d0946410b9f7b082a427e4ef5c8ff541a88b357bc6c637c40db3a68ac70a36f"
 dependencies = [
  "base64 0.22.1",
  "bytes",
@@ -5976,15 +5877,15 @@ dependencies = [
  "percent-encoding",
  "pin-project-lite",
  "quinn",
- "rustls 0.23.31",
- "rustls-native-certs 0.8.1",
+ "rustls 0.23.34",
+ "rustls-native-certs 0.8.2",
  "rustls-pki-types",
  "serde",
  "serde_json",
  "serde_urlencoded",
  "sync_wrapper",
  "tokio",
- "tokio-rustls 0.26.2",
+ "tokio-rustls 0.26.4",
  "tokio-util",
  "tower",
  "tower-http",
@@ -5994,7 +5895,7 @@ dependencies = [
  "wasm-bindgen-futures",
  "wasm-streams",
  "web-sys",
- "webpki-roots 1.0.2",
+ "webpki-roots 1.0.3",
 ]
 
 [[package]]
@@ -6031,18 +5932,18 @@ dependencies = [
 
 [[package]]
 name = "rkyv"
-version = "0.8.11"
+version = "0.8.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "19f5c3e5da784cd8c69d32cdc84673f3204536ca56e1fa01be31a74b92c932ac"
+checksum = "35a640b26f007713818e9a9b65d34da1cf58538207b052916a83d80e43f3ffa4"
 dependencies = [
  "bytes",
  "hashbrown 0.15.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "munge",
- "ptr_meta 0.3.0",
+ "ptr_meta 0.3.1",
  "rancor",
- "rend 0.5.2",
- "rkyv_derive 0.8.11",
+ "rend 0.5.3",
+ "rkyv_derive 0.8.12",
  "tinyvec",
  "uuid",
 ]
@@ -6060,21 +5961,15 @@ dependencies = [
 
 [[package]]
 name = "rkyv_derive"
-version = "0.8.11"
+version = "0.8.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4270433626cffc9c4c1d3707dd681f2a2718d3d7b09ad754bec137acecda8d22"
+checksum = "bd83f5f173ff41e00337d97f6572e416d022ef8a19f371817259ae960324c482"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
-[[package]]
-name = "rle-decode-fast"
-version = "1.0.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3582f63211428f83597b51b2ddb88e2a91a9d52d12831f9d08f5e624e8977422"
-
 [[package]]
 name = "roaring"
 version = "0.11.2"
@@ -6118,9 +6013,9 @@ dependencies = [
 
 [[package]]
 name = "rust_decimal"
-version = "1.38.0"
+version = "1.39.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c8975fc98059f365204d635119cf9c5a60ae67b841ed49b5422a9a7e56cdfac0"
+checksum = "35affe401787a9bd846712274d97654355d21b2a2c092a3139aabe31e9022282"
 dependencies = [
  "arrayvec",
  "borsh",
@@ -6133,18 +6028,6 @@ dependencies = [
  "serde_json",
 ]
 
-[[package]]
-name = "rustc-demangle"
-version = "0.1.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
-
-[[package]]
-name = "rustc-hash"
-version = "1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "08d43f7aa6b08d49f382cde6a7982047c3426db949b1424bc4b7ec9ae12c6ce2"
-
 [[package]]
 name = "rustc-hash"
 version = "2.1.1"
@@ -6165,28 +6048,15 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "0.38.44"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fdb5bc1ae2baa591800df16c9ca78619bf65c0488b41b96ccec5d11220d8c154"
-dependencies = [
- "bitflags",
- "errno",
- "libc",
- "linux-raw-sys 0.4.15",
- "windows-sys 0.59.0",
-]
-
-[[package]]
-name = "rustix"
-version = "1.0.8"
+version = "1.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "11181fbabf243db407ef8df94a6ce0b2f9a733bd8be4ad02b4eda9602296cac8"
+checksum = "cd15f8a2c5551a84d56efdc1cd049089e409ac19a3072d5037a17fd70719ff3e"
 dependencies = [
  "bitflags",
  "errno",
  "libc",
- "linux-raw-sys 0.9.4",
- "windows-sys 0.60.2",
+ "linux-raw-sys",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -6203,15 +6073,15 @@ dependencies = [
 
 [[package]]
 name = "rustls"
-version = "0.23.31"
+version = "0.23.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0ebcbd2f03de0fc1122ad9bb24b127a5a6cd51d72604a3f3c50ac459762b6cc"
+checksum = "6a9586e9ee2b4f8fab52a0048ca7334d7024eef48e2cb9407e3497bb7cab7fa7"
 dependencies = [
  "aws-lc-rs",
  "once_cell",
  "ring",
  "rustls-pki-types",
- "rustls-webpki 0.103.4",
+ "rustls-webpki 0.103.7",
  "subtle",
  "zeroize",
 ]
@@ -6230,14 +6100,14 @@ dependencies = [
 
 [[package]]
 name = "rustls-native-certs"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fcff2dd52b58a8d98a70243663a0d234c4e2b79235637849d15913394a247d3"
+checksum = "9980d917ebb0c0536119ba501e90834767bffc3d60641457fd84a1f3fd337923"
 dependencies = [
  "openssl-probe",
  "rustls-pki-types",
  "schannel",
- "security-framework 3.4.0",
+ "security-framework 3.5.1",
 ]
 
 [[package]]
@@ -6260,9 +6130,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.12.0"
+version = "1.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "229a4a4c221013e7e1f1a043678c5cc39fe5171437c88fb47151a21e6f5b5c79"
+checksum = "94182ad936a0c91c324cd46c6511b9510ed16af436d7b5bab34beab0afd55f7a"
 dependencies = [
  "web-time",
  "zeroize",
@@ -6280,9 +6150,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.4"
+version = "0.103.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a17884ae0c1b773f1ccd2bd4a8c72f16da897310a98b0e84bf349ad5ead92fc"
+checksum = "e10b3f4191e8a80e6b43eebabfac91e5dcecebb27a71f04e820c47ec41d314bf"
 dependencies = [
  "aws-lc-rs",
  "ring",
@@ -6298,9 +6168,9 @@ checksum = "b39cdef0fa800fc44525c84ccb54a029961a8215f9619753635a9c0d2538d46d"
 
 [[package]]
 name = "rustyline"
-version = "16.0.0"
+version = "17.0.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62fd9ca5ebc709e8535e8ef7c658eb51457987e48c98ead2be482172accc408d"
+checksum = "e902948a25149d50edc1a8e0141aad50f54e22ba83ff988cf8f7c9ef07f50564"
 dependencies = [
  "bitflags",
  "cfg-if",
@@ -6313,9 +6183,9 @@ dependencies = [
  "nix 0.30.1",
  "radix_trie",
  "unicode-segmentation",
- "unicode-width 0.2.1",
+ "unicode-width 0.2.2",
  "utf8parse",
- "windows-sys 0.59.0",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
@@ -6344,11 +6214,11 @@ dependencies = [
 
 [[package]]
 name = "schannel"
-version = "0.1.27"
+version = "0.1.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1f29ebaa345f945cec9fbbc532eb307f0fdad8161f281b6369539c8d84876b3d"
+checksum = "891d81b926048e76efe18581bf793546b4c0eaf8448d72be8de2bbee5fd166e1"
 dependencies = [
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -6396,15 +6266,9 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde_derive_internals",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
-[[package]]
-name = "scoped-tls"
-version = "1.0.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1cf6437eb19a8f4a6cc0f7dca544973b0b78843adbfeb3683d1a94a0024a294"
-
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
@@ -6453,9 +6317,9 @@ dependencies = [
 
 [[package]]
 name = "security-framework"
-version = "3.4.0"
+version = "3.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "60b369d18893388b345804dc0007963c99b7d665ae71d275812d828c6f089640"
+checksum = "b3297343eaf830f66ede390ea39da1d462b6b0c1b000f420d0a83f898bbbe6ef"
 dependencies = [
  "bitflags",
  "core-foundation 0.10.1",
@@ -6476,11 +6340,12 @@ dependencies = [
 
 [[package]]
 name = "semver"
-version = "1.0.26"
+version = "1.0.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6fa9c48d24d85fb3de5ad847117517440f6beceb7798af16b4a87d616b8d0"
+checksum = "d767eb0aabc880b29956c35734170f26ed551a859dbd361d140cdbeca61ab1e2"
 dependencies = [
  "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -6491,31 +6356,42 @@ checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
 
 [[package]]
 name = "serde"
-version = "1.0.219"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f0e2c6ed6606019b4e29e69dbaba95b11854410e5347d525002456dbbb786b6"
+checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e"
 dependencies = [
+ "serde_core",
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_bytes"
-version = "0.11.17"
+version = "0.11.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8437fd221bde2d4ca316d61b90e337e9e702b3820b87d63caa9ba6c02bd06d96"
+checksum = "a5d440709e79d88e51ac01c4b72fc6cb7314017bb7da9eeff678aa94c10e3ea8"
 dependencies = [
  "serde",
+ "serde_core",
+]
+
+[[package]]
+name = "serde_core"
+version = "1.0.228"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad"
+dependencies = [
+ "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.219"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b0276cf7f2c73365f7157c8123c21cd9a50fbbd844757af28ca1f5925fc2a00"
+checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6526,19 +6402,20 @@ checksum = "18d26a20a969b9e3fdf2fc2d9f21eda6c40e2de84c9408bb5d3b05d499aae711"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.143"
+version = "1.0.145"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d401abef1d108fbd9cbaebc3e46611f4b1021f714a0597a71f41ee463f5f4a5a"
+checksum = "402a6f66d8c709116cf22f558eab210f5a50187f702eb4d7e5ef38d9a7f1c79c"
 dependencies = [
  "itoa",
  "memchr",
  "ryu",
  "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -6549,7 +6426,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6570,7 +6447,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "serde",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6587,19 +6464,18 @@ dependencies = [
 
 [[package]]
 name = "serde_with"
-version = "3.14.1"
+version = "3.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c522100790450cf78eeac1507263d0a350d4d5b30df0c8e1fe051a10c22b376e"
+checksum = "aa66c845eee442168b2c8134fec70ac50dc20e760769c8ba0ad1319ca1959b04"
 dependencies = [
  "base64 0.22.1",
  "chrono",
  "hex",
  "indexmap 1.9.3",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "schemars 0.9.0",
  "schemars 1.0.4",
- "serde",
- "serde_derive",
+ "serde_core",
  "serde_json",
  "serde_with_macros",
  "time",
@@ -6607,14 +6483,14 @@ dependencies = [
 
 [[package]]
 name = "serde_with_macros"
-version = "3.14.1"
+version = "3.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "327ada00f7d64abaac1e55a6911e90cf665aa051b9a561c7006c157f4633135e"
+checksum = "b91a903660542fced4e99881aa481bdbaec1634568ee02e0b8bd57c64cb38955"
 dependencies = [
  "darling 0.21.3",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6623,7 +6499,7 @@ version = "0.9.34+deprecated"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "6a8b1a1a2ebf674015cc02edccce75287f1a0130d394307b36743c2f5d504b47"
 dependencies = [
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itoa",
  "ryu",
  "serde",
@@ -6686,6 +6562,12 @@ dependencies = [
  "rand_core 0.6.4",
 ]
 
+[[package]]
+name = "simd-adler32"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -6706,7 +6588,7 @@ checksum = "297f631f50729c8c99b84667867963997ec0b50f32b2a7dbcab828ef0541e8bb"
 dependencies = [
  "num-bigint",
  "num-traits",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "time",
 ]
 
@@ -6776,12 +6658,12 @@ dependencies = [
 
 [[package]]
 name = "socket2"
-version = "0.6.0"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "233504af464074f9d066d7b5416c5f9b894a5862a6506e306f7b816cdd6f1807"
+checksum = "17129e116933cf371d018bb80ae557e889637989d8638274fb25622827b03881"
 dependencies = [
  "libc",
- "windows-sys 0.59.0",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
@@ -6810,7 +6692,7 @@ dependencies = [
  "simdutf8",
  "sonic-number",
  "sonic-simd",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
 ]
 
 [[package]]
@@ -6862,15 +6744,15 @@ dependencies = [
  "similar",
  "subst",
  "tempfile",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tracing",
 ]
 
 [[package]]
 name = "sqlparser"
-version = "0.55.0"
+version = "0.58.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4521174166bac1ff04fe16ef4524c70144cd29682a45978978ca3d7f4e0be11"
+checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
 dependencies = [
  "log",
  "recursive",
@@ -6885,7 +6767,7 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6919,17 +6801,17 @@ dependencies = [
  "futures-util",
  "hashbrown 0.15.5",
  "hashlink",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "log",
  "memchr",
  "once_cell",
  "percent-encoding",
- "rustls 0.23.31",
+ "rustls 0.23.34",
  "serde",
  "serde_json",
  "sha2",
  "smallvec",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tokio",
  "tokio-stream",
  "tracing",
@@ -6947,7 +6829,7 @@ dependencies = [
  "quote",
  "sqlx-core",
  "sqlx-macros-core",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -6968,7 +6850,7 @@ dependencies = [
  "sha2",
  "sqlx-core",
  "sqlx-sqlite",
- "syn 2.0.106",
+ "syn 2.0.108",
  "tokio",
  "url",
 ]
@@ -7009,7 +6891,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tracing",
  "whoami",
 ]
@@ -7046,7 +6928,7 @@ dependencies = [
  "smallvec",
  "sqlx-core",
  "stringprep",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tracing",
  "whoami",
 ]
@@ -7070,22 +6952,22 @@ dependencies = [
  "serde",
  "serde_urlencoded",
  "sqlx-core",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tracing",
  "url",
 ]
 
 [[package]]
 name = "stable_deref_trait"
-version = "1.2.0"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "stacker"
-version = "0.1.21"
+version = "0.1.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cddb07e32ddb770749da91081d8d0ac3a16f1a569a18b20348cd371f5dead06b"
+checksum = "e1f8b29fb42aafcea4edeeb6b2f2d7ecd0d969c48b4cf0d2e64aafc471dd6e59"
 dependencies = [
  "cc",
  "cfg-if",
@@ -7094,12 +6976,6 @@ dependencies = [
  "windows-sys 0.59.0",
 ]
 
-[[package]]
-name = "static_assertions"
-version = "1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
-
 [[package]]
 name = "stringprep"
 version = "0.1.5"
@@ -7142,7 +7018,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7154,7 +7030,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7169,9 +7045,9 @@ dependencies = [
 
 [[package]]
 name = "substrait"
-version = "0.56.0"
+version = "0.58.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "13de2e20128f2a018dab1cfa30be83ae069219a65968c6f89df66ad124de2397"
+checksum = "de6d24c270c6c672a86c183c3a8439ba46c1936f93cf7296aa692de3b0ff0228"
 dependencies = [
  "heck",
  "pbjson",
@@ -7187,7 +7063,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_yaml",
- "syn 2.0.106",
+ "syn 2.0.108",
  "typify",
  "walkdir",
 ]
@@ -7211,9 +7087,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.106"
+version = "2.0.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ede7c438028d4436d71104916910f5bb611972c5cfd7f89b8300a8186e6fada6"
+checksum = "da58917d35242480a05c2897064da0a80589a2a0476c9a3f2fdc83b53502e917"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -7237,7 +7113,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7259,10 +7135,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2d31c77bdf42a745371d260a26ca7163f1e0924b64afa0b688e61b5a9fa02f16"
 dependencies = [
  "fastrand",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
- "rustix 1.0.8",
- "windows-sys 0.61.0",
+ "rustix",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -7304,11 +7180,11 @@ dependencies = [
 
 [[package]]
 name = "thiserror"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3467d614147380f2e4e374161426ff399c91084acd2363eaf549172b3d5e60c0"
+checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
 dependencies = [
- "thiserror-impl 2.0.16",
+ "thiserror-impl 2.0.17",
 ]
 
 [[package]]
@@ -7319,18 +7195,18 @@ checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c5e1be1c48b9172ee610da68fd9cd2770e7a4056cb3fc98710ee6906f0c7960"
+checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7366,11 +7242,12 @@ dependencies = [
 
 [[package]]
 name = "time"
-version = "0.3.43"
+version = "0.3.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "83bde6f1ec10e72d583d91623c939f623002284ef622b87de38cfd546cbf2031"
+checksum = "91e7d9e3bb61134e77bde20dd4825b97c010155709965fedf0f49bb138e52a9d"
 dependencies = [
  "deranged",
+ "itoa",
  "num-conv",
  "powerfmt",
  "serde",
@@ -7405,9 +7282,9 @@ dependencies = [
 
 [[package]]
 name = "tinystr"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5d4f6d1145dcb577acf783d4e601bc1d76a13337bb54e6233add580b07344c8b"
+checksum = "42d3e9c45c09de15d06dd8acf5f4e0e399e85927b7f00711024eb7ae10fa4869"
 dependencies = [
  "displaydoc",
  "zerovec",
@@ -7430,33 +7307,30 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
 [[package]]
 name = "tokio"
-version = "1.47.1"
+version = "1.48.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89e49afdadebb872d3145a5638b59eb0691ea23e46ca484037cfab3b76b95038"
+checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
 dependencies = [
- "backtrace",
  "bytes",
- "io-uring",
  "libc",
  "mio",
  "parking_lot",
  "pin-project-lite",
  "signal-hook-registry",
- "slab",
- "socket2 0.6.0",
+ "socket2 0.6.1",
  "tokio-macros",
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "tokio-macros"
-version = "2.5.0"
+version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e06d43f1345a3bcd39f6a56dbb7dcab2ba47e68e8ac134855e7e2bdbaf8cab8"
+checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7471,11 +7345,11 @@ dependencies = [
 
 [[package]]
 name = "tokio-rustls"
-version = "0.26.2"
+version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e727b36a1a0e8b74c376ac2211e40c2c8af09fb4013c60d910495810f008e9b"
+checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
- "rustls 0.23.31",
+ "rustls 0.23.34",
  "tokio",
 ]
 
@@ -7511,8 +7385,8 @@ checksum = "dc1beb996b9d83529a9e75c17a1686767d148d70663143c7854d8b4a09ced362"
 dependencies = [
  "serde",
  "serde_spanned",
- "toml_datetime",
- "toml_edit",
+ "toml_datetime 0.6.11",
+ "toml_edit 0.22.27",
 ]
 
 [[package]]
@@ -7524,20 +7398,50 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "toml_datetime"
+version = "0.7.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
+dependencies = [
+ "serde_core",
+]
+
 [[package]]
 name = "toml_edit"
 version = "0.22.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "41fe8c660ae4257887cf66394862d21dbca4a6ddd26f04a3560410406a2f819a"
 dependencies = [
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "serde",
  "serde_spanned",
- "toml_datetime",
+ "toml_datetime 0.6.11",
  "toml_write",
  "winnow",
 ]
 
+[[package]]
+name = "toml_edit"
+version = "0.23.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
+dependencies = [
+ "indexmap 2.12.0",
+ "toml_datetime 0.7.3",
+ "toml_parser",
+ "winnow",
+]
+
+[[package]]
+name = "toml_parser"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
+dependencies = [
+ "winnow",
+]
+
 [[package]]
 name = "toml_write"
 version = "0.1.2"
@@ -7609,7 +7513,7 @@ checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -7639,14 +7543,10 @@ version = "0.3.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2054a14f5307d601f88daf0553e1cbf472acc4f2c51afab632431cdcd72124d5"
 dependencies = [
- "matchers",
  "nu-ansi-term",
- "once_cell",
- "regex-automata",
  "sharded-slab",
  "smallvec",
  "thread_local",
- "tracing",
  "tracing-core",
  "tracing-log",
 ]
@@ -7663,33 +7563,13 @@ version = "2.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9ea3136b675547379c4bd395ca6b938e5ad3c3d20fad76e7fe85f9e0d011419c"
 
-[[package]]
-name = "typed-builder"
-version = "0.19.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a06fbd5b8de54c5f7c91f6fe4cebb949be2125d7758e630bb58b1d831dbce600"
-dependencies = [
- "typed-builder-macro 0.19.1",
-]
-
 [[package]]
 name = "typed-builder"
 version = "0.20.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "cd9d30e3a08026c78f246b173243cf07b3696d274debd26680773b6773c2afc7"
 dependencies = [
- "typed-builder-macro 0.20.1",
-]
-
-[[package]]
-name = "typed-builder-macro"
-version = "0.19.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f9534daa9fd3ed0bd911d462a37f172228077e7abf18c18a5f67199d959205f8"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.106",
+ "typed-builder-macro",
 ]
 
 [[package]]
@@ -7700,14 +7580,14 @@ checksum = "3c36781cc0e46a83726d9879608e4cf6c2505237e263a8eb8c24502989cfdb28"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "typenum"
-version = "1.18.0"
+version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
+checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
 
 [[package]]
 name = "typify"
@@ -7734,8 +7614,8 @@ dependencies = [
  "semver",
  "serde",
  "serde_json",
- "syn 2.0.106",
- "thiserror 2.0.16",
+ "syn 2.0.108",
+ "thiserror 2.0.17",
  "unicode-ident",
 ]
 
@@ -7752,7 +7632,7 @@ dependencies = [
  "serde",
  "serde_json",
  "serde_tokenstream",
- "syn 2.0.106",
+ "syn 2.0.108",
  "typify-impl",
 ]
 
@@ -7820,9 +7700,9 @@ checksum = "5c1cb5db39152898a79168971543b1cb5020dff7fe43c8dc468b0885f5e29df5"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.18"
+version = "1.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5f39404a5da50712a4c1eecf25e90dd62b613502b7e925fd4e4d19b5c96512"
+checksum = "462eeb75aeb73aea900253ce739c8e18a67423fadf006037cd3ff27e82748a06"
 
 [[package]]
 name = "unicode-normalization"
@@ -7853,9 +7733,15 @@ checksum = "7dd6e30e90baa6f72411720665d41d89b9a3d039dc45b8faea1ddd07f617f6af"
 
 [[package]]
 name = "unicode-width"
-version = "0.2.1"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
+
+[[package]]
+name = "unit-prefix"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a1a07cc7db3810833284e8d372ccdc6da29741639ecc70c9ec107df0fa6154c"
+checksum = "323402cff2dd658f39ca17c789b502021b3f18707c91cdf22e3838e1b4023817"
 
 [[package]]
 name = "unsafe-libyaml"
@@ -7905,7 +7791,7 @@ version = "1.18.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2f87b8aa10b915a06587d0dec516c282ff295b475d94abf425d62b57710070a2"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "js-sys",
  "serde",
  "wasm-bindgen",
@@ -7948,7 +7834,7 @@ dependencies = [
  "pin-project",
  "rand 0.9.2",
  "socket2 0.5.10",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tokio",
  "tokio-stream",
  "tower",
@@ -7976,10 +7862,10 @@ dependencies = [
  "paste",
  "pilota",
  "pin-project",
- "rustc-hash 2.1.1",
+ "rustc-hash",
  "scopeguard",
  "sonic-rs",
- "thiserror 2.0.16",
+ "thiserror 2.0.17",
  "tokio",
  "tracing",
  "volo",
@@ -8017,10 +7903,10 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
-name = "wasi"
-version = "0.14.4+wasi-0.2.4"
+name = "wasip2"
+version = "1.0.1+wasi-0.2.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "88a5f4a424faf49c3c2c344f166f0662341d470ea185e939657aaff130f0ec4a"
+checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
 dependencies = [
  "wit-bindgen",
 ]
@@ -8033,9 +7919,9 @@ checksum = "b8dad83b4f25e74f184f64c43b150b91efe7647395b42289f38e50566d82855b"
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e14915cadd45b529bb8d1f343c4ed0ac1de926144b746e2710f9cd05df6603b"
+checksum = "da95793dfc411fbbd93f5be7715b0578ec61fe87cb1a42b12eb625caa5c5ea60"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -8044,25 +7930,11 @@ dependencies = [
  "wasm-bindgen-shared",
 ]
 
-[[package]]
-name = "wasm-bindgen-backend"
-version = "0.2.101"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e28d1ba982ca7923fd01448d5c30c6864d0a14109560296a162f80f305fb93bb"
-dependencies = [
- "bumpalo",
- "log",
- "proc-macro2",
- "quote",
- "syn 2.0.106",
- "wasm-bindgen-shared",
-]
-
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.51"
+version = "0.4.55"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0ca85039a9b469b38336411d6d6ced91f3fc87109a2a27b0c197663f5144dffe"
+checksum = "551f88106c6d5e7ccc7cd9a16f312dd3b5d36ea8b4954304657d5dfba115d4a0"
 dependencies = [
  "cfg-if",
  "js-sys",
@@ -8073,9 +7945,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7c3d463ae3eff775b0c45df9da45d68837702ac35af998361e2c84e7c5ec1b0d"
+checksum = "04264334509e04a7bf8690f2384ef5265f05143a4bff3889ab7a3269adab59c2"
 dependencies = [
  "quote",
  "wasm-bindgen-macro-support",
@@ -8083,22 +7955,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7bb4ce89b08211f923caf51d527662b75bdc9c9c7aab40f86dcb9fb85ac552aa"
+checksum = "420bc339d9f322e562942d52e115d57e950d12d88983a14c79b86859ee6c7ebc"
 dependencies = [
+ "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
- "wasm-bindgen-backend",
+ "syn 2.0.108",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f143854a3b13752c6950862c906306adb27c7e839f7414cec8fea35beab624c1"
+checksum = "76f218a38c84bcb33c25ec7059b07847d465ce0e0a76b995e134a45adcb6af76"
 dependencies = [
  "unicode-ident",
 ]
@@ -8118,9 +7990,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.78"
+version = "0.3.82"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e4b637749ff0d92b8fad63aa1f7cff3cbe125fd49c175cd6345e7272638b12"
+checksum = "3a1f95c0d03a47f4ae1f7a64643a6bb97465d9b740f0fa8f90ea33915c99a9a1"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -8142,30 +8014,18 @@ version = "0.26.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "521bc38abb08001b01866da9f51eb7c5d647a19260e00054a8c7fd5f9e57f7a9"
 dependencies = [
- "webpki-roots 1.0.2",
+ "webpki-roots 1.0.3",
 ]
 
 [[package]]
 name = "webpki-roots"
-version = "1.0.2"
+version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e8983c3ab33d6fb807cfcdad2491c4ea8cbc8ed839181c7dfd9c67c83e261b2"
+checksum = "32b130c0d2d49f8b6889abc456e795e82525204f27c42cf767cf0d7734e089b8"
 dependencies = [
  "rustls-pki-types",
 ]
 
-[[package]]
-name = "which"
-version = "4.4.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "87ba24419a2078cd2b0f2ede2691b6c66d8e47836da3b6db8265ebad47afbfc7"
-dependencies = [
- "either",
- "home",
- "once_cell",
- "rustix 0.38.44",
-]
-
 [[package]]
 name = "whoami"
 version = "1.6.1"
@@ -8182,115 +8042,66 @@ version = "0.1.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
 dependencies = [
- "windows-sys 0.61.0",
-]
-
-[[package]]
-name = "windows"
-version = "0.61.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9babd3a767a4c1aef6900409f85f5d53ce2544ccdfaa86dad48c91782c6d6893"
-dependencies = [
- "windows-collections",
- "windows-core",
- "windows-future",
- "windows-link 0.1.3",
- "windows-numerics",
-]
-
-[[package]]
-name = "windows-collections"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3beeceb5e5cfd9eb1d76b381630e82c4241ccd0d27f1a39ed41b2760b255c5e8"
-dependencies = [
- "windows-core",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "windows-core"
-version = "0.61.2"
+version = "0.62.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0fdd3ddb90610c7638aa2b3a3ab2904fb9e5cdbecc643ddb3647212781c4ae3"
+checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link 0.1.3",
+ "windows-link",
  "windows-result",
  "windows-strings",
 ]
 
-[[package]]
-name = "windows-future"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc6a41e98427b19fe4b73c550f060b59fa592d7d686537eebf9385621bfbad8e"
-dependencies = [
- "windows-core",
- "windows-link 0.1.3",
- "windows-threading",
-]
-
 [[package]]
 name = "windows-implement"
-version = "0.60.0"
+version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a47fddd13af08290e67f4acabf4b459f647552718f683a7b415d290ac744a836"
+checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "windows-interface"
-version = "0.59.1"
+version = "0.59.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bd9211b69f8dcdfa817bfd14bf1c97c9188afa36f4750130fcdf3f400eca9fa8"
+checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "windows-link"
-version = "0.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
-
-[[package]]
-name = "windows-link"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45e46c0661abb7180e7b9c281db115305d49ca1709ab8242adf09666d2173c65"
-
-[[package]]
-name = "windows-numerics"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9150af68066c4c5c07ddc0ce30421554771e528bde427614c61038bc2c92c2b1"
-dependencies = [
- "windows-core",
- "windows-link 0.1.3",
-]
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
 [[package]]
 name = "windows-result"
-version = "0.3.4"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f42bd332cc6c8eac5af113fc0c1fd6a8fd2aa08a0119358686e5160d0586c6"
+checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
 name = "windows-strings"
-version = "0.4.2"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6c93f3a0c3b36176cb1327a4958a0353d5d166c2a35cb268ace15e91d3b57"
+checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
@@ -8326,16 +8137,16 @@ version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb"
 dependencies = [
- "windows-targets 0.53.3",
+ "windows-targets 0.53.5",
 ]
 
 [[package]]
 name = "windows-sys"
-version = "0.61.0"
+version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e201184e40b2ede64bc2ea34968b28e33622acdbbf37104f0e4a33f7abe657aa"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
 dependencies = [
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -8371,28 +8182,19 @@ dependencies = [
 
 [[package]]
 name = "windows-targets"
-version = "0.53.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5fe6031c4041849d7c496a8ded650796e7b6ecc19df1a431c1a363342e5dc91"
-dependencies = [
- "windows-link 0.1.3",
- "windows_aarch64_gnullvm 0.53.0",
- "windows_aarch64_msvc 0.53.0",
- "windows_i686_gnu 0.53.0",
- "windows_i686_gnullvm 0.53.0",
- "windows_i686_msvc 0.53.0",
- "windows_x86_64_gnu 0.53.0",
- "windows_x86_64_gnullvm 0.53.0",
- "windows_x86_64_msvc 0.53.0",
-]
-
-[[package]]
-name = "windows-threading"
-version = "0.1.0"
+version = "0.53.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b66463ad2e0ea3bbf808b7f1d371311c80e115c0b71d60efc142cafbcfb057a6"
+checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
+ "windows_aarch64_gnullvm 0.53.1",
+ "windows_aarch64_msvc 0.53.1",
+ "windows_i686_gnu 0.53.1",
+ "windows_i686_gnullvm 0.53.1",
+ "windows_i686_msvc 0.53.1",
+ "windows_x86_64_gnu 0.53.1",
+ "windows_x86_64_gnullvm 0.53.1",
+ "windows_x86_64_msvc 0.53.1",
 ]
 
 [[package]]
@@ -8409,9 +8211,9 @@ checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "86b8d5f90ddd19cb4a147a5fa63ca848db3df085e25fee3cc10b39b6eebae764"
+checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
 [[package]]
 name = "windows_aarch64_msvc"
@@ -8427,9 +8229,9 @@ checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7651a1f62a11b8cbd5e0d42526e55f2c99886c77e007179efff86c2b137e66c"
+checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
 [[package]]
 name = "windows_i686_gnu"
@@ -8445,9 +8247,9 @@ checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1dc67659d35f387f5f6c479dc4e28f1d4bb90ddd1a5d3da2e5d97b42d6272c3"
+checksum = "960e6da069d81e09becb0ca57a65220ddff016ff2d6af6a223cf372a506593a3"
 
 [[package]]
 name = "windows_i686_gnullvm"
@@ -8457,9 +8259,9 @@ checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
 
 [[package]]
 name = "windows_i686_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ce6ccbdedbf6d6354471319e781c0dfef054c81fbc7cf83f338a4296c0cae11"
+checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
 [[package]]
 name = "windows_i686_msvc"
@@ -8475,9 +8277,9 @@ checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "581fee95406bb13382d2f65cd4a908ca7b1e4c2f1917f143ba16efe98a589b5d"
+checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
 [[package]]
 name = "windows_x86_64_gnu"
@@ -8493,9 +8295,9 @@ checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e55b5ac9ea33f2fc1716d1742db15574fd6fc8dadc51caab1c16a3d3b4190ba"
+checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
@@ -8511,9 +8313,9 @@ checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a6e035dd0599267ce1ee132e51c27dd29437f63325753051e71dd9e42406c57"
+checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
 [[package]]
 name = "windows_x86_64_msvc"
@@ -8529,9 +8331,9 @@ checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
+checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
@@ -8544,15 +8346,15 @@ dependencies = [
 
 [[package]]
 name = "wit-bindgen"
-version = "0.45.1"
+version = "0.46.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c573471f125075647d03df72e026074b7203790d41351cd6edc96f46bcccd36"
+checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
 
 [[package]]
 name = "writeable"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea2f10b9bb0928dfb1b42b65e1f9e36f7f54dbdf08457afefb38afcdec4fa2bb"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
 [[package]]
 name = "wyz"
@@ -8569,6 +8371,12 @@ version = "0.13.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "66fee0b777b0f5ac1c69bb06d361268faafa61cd4682ae064a171c16c433e9e4"
 
+[[package]]
+name = "xxhash-rust"
+version = "0.8.15"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "fdd20c5420375476fbd4394763288da7eb0cc0b8c11deed431a91562af7335d3"
+
 [[package]]
 name = "xz2"
 version = "0.1.7"
@@ -8586,11 +8394,10 @@ checksum = "cfe53a6657fd280eaa890a3bc59152892ffa3e30101319d168b781ed6529b049"
 
 [[package]]
 name = "yoke"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
 dependencies = [
- "serde",
  "stable_deref_trait",
  "yoke-derive",
  "zerofrom",
@@ -8598,13 +8405,13 @@ dependencies = [
 
 [[package]]
 name = "yoke-derive"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
+checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
  "synstructure",
 ]
 
@@ -8625,7 +8432,7 @@ checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -8645,21 +8452,21 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
  "synstructure",
 ]
 
 [[package]]
 name = "zeroize"
-version = "1.8.1"
+version = "1.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
 
 [[package]]
 name = "zerotrie"
-version = "0.2.2"
+version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
 dependencies = [
  "displaydoc",
  "yoke",
@@ -8668,9 +8475,9 @@ dependencies = [
 
 [[package]]
 name = "zerovec"
-version = "0.11.4"
+version = "0.11.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
 dependencies = [
  "yoke",
  "zerofrom",
@@ -8679,13 +8486,13 @@ dependencies = [
 
 [[package]]
 name = "zerovec-derive"
-version = "0.11.1"
+version = "0.11.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
diff --git a/Cargo.toml b/Cargo.toml
index 46c99cc3d8..6f4385cf1c 100644
--- a/Cargo.toml
+++ b/Cargo.toml
@@ -42,17 +42,17 @@ rust-version = "1.87"
 anyhow = "1.0.72"
 apache-avro = { version = "0.20", features = ["zstandard"] }
 array-init = "2"
-arrow-arith = { version = "55.1" }
-arrow-array = { version = "55.1" }
-arrow-buffer = { version = "55.1" }
-arrow-cast = { version = "55.1" }
-arrow-ord = { version = "55.1" }
-arrow-schema = { version = "55.1" }
-arrow-select = { version = "55.1" }
-arrow-string = { version = "55.1" }
+arrow-arith = "56.2"
+arrow-array = "56.2"
+arrow-buffer = "56.2"
+arrow-cast = "56.2"
+arrow-ord = "56.2"
+arrow-schema = "56.2"
+arrow-select = "56.2"
+arrow-string = "56.2"
 as-any = "0.3.2"
-async-trait = "0.1.88"
-aws-config = "1.8.1"
+async-trait = "0.1.89"
+aws-config = "1.8.7"
 aws-sdk-glue = "1.39"
 aws-sdk-s3tables = "1.28.0"
 backon = "1.5.1"
@@ -60,30 +60,35 @@ base64 = "0.22.1"
 bimap = "0.6"
 bytes = "1.10"
 chrono = "0.4.41"
-clap = { version = "4.5.41", features = ["derive", "cargo"] }
+clap = { version = "4.5.48", features = ["derive", "cargo"] }
 ctor = "0.2.8"
-datafusion = "48.0.1"
-datafusion-cli = "48.0.1"
-datafusion-sqllogictest = "48.0.1"
+datafusion = "50"
+datafusion-cli = "50"
+datafusion-sqllogictest = "50"
 derive_builder = "0.20"
 dirs = "6"
 enum-ordinalize = "4.3.0"
+env_logger = "0.11.8"
 expect-test = "1"
 faststr = "0.2.31"
 fnv = "1.0.7"
 fs-err = "3.1.0"
 futures = "0.3"
 hive_metastore = "0.2.0"
+home = "=0.5.11"
 http = "1.2"
 iceberg = { version = "0.7.0", path = "./crates/iceberg" }
 iceberg-catalog-glue = { version = "0.7.0", path = "./crates/catalog/glue" }
 iceberg-catalog-hms = { version = "0.7.0", path = "./crates/catalog/hms" }
+iceberg-catalog-sql = { version = "0.7.0", path = "./crates/catalog/sql" }
 iceberg-catalog-rest = { version = "0.7.0", path = "./crates/catalog/rest" }
 iceberg-catalog-s3tables = { version = "0.7.0", path = "./crates/catalog/s3tables" }
 iceberg-datafusion = { version = "0.7.0", path = "./crates/integrations/datafusion" }
-indicatif = "0.17"
+indicatif = "0.18"
 itertools = "0.13"
+libtest-mimic = "0.8.1"
 linkedbytes = "0.1.8"
+log = "0.4.28"
 metainfo = "0.7.14"
 mimalloc = "0.1.46"
 mockall = "0.13.1"
@@ -94,15 +99,15 @@ num-bigint = "0.4.6"
 once_cell = "1.20"
 opendal = "0.54.0"
 ordered-float = "4"
-parquet = "55.1"
+parquet = "56.2"
 pilota = "0.11.10"
 port_scanner = "0.1.5"
 pretty_assertions = "1.4"
 rand = "0.8.5"
-regex = "1.10.5"
+regex = "1.11.3"
 reqwest = { version = "0.12.12", default-features = false, features = ["json"] }
 roaring = { version = "0.11" }
-rust_decimal = "1.37.1"
+rust_decimal = "1.37.2"
 serde = { version = "1.0.219", features = ["rc"] }
 serde_bytes = "0.11.17"
 serde_derive = "1.0.219"
@@ -111,17 +116,18 @@ serde_repr = "0.1.16"
 serde_with = "3.4"
 smol = "2.0.2"
 sqllogictest = "0.28.3"
+sqlx = { version = "0.8.1", default-features = false }
 stacker = "0.1.20"
 strum = "0.27.2"
 tempfile = "3.18"
 tera = "1"
 thrift = "0.17.0"
-tokio = { version = "1.46.1", default-features = false }
+tokio = { version = "1.47", default-features = false }
 toml = "0.8"
-tracing = "0.1.40"
-tracing-subscriber = "0.3.8"
+tracing = "0.1.41"
+tracing-subscriber = "0.3.20"
 typed-builder = "0.20"
-url = "2.5.4"
+url = "2.5.7"
 uuid = { version = "1.18", features = ["v7"] }
 volo = "0.10.6"
 volo-thrift = "0.10.8"
diff --git a/Makefile b/Makefile
index 1b98fe8fa1..ecdada3df5 100644
--- a/Makefile
+++ b/Makefile
@@ -45,10 +45,7 @@ NIGHTLY_VERSION := $(shell awk -F'"' '/^channel/ {print $$2}' rust-toolchain.tom
 MSRV_VERSION    := $(shell awk -F'"' '/^rust-version/ {print $$2}' Cargo.toml)
 
 check-msrv:
-	@set -e; \
-	trap 'git restore Cargo.lock' EXIT; \
-	cargo +$(NIGHTLY_VERSION) generate-lockfile -Z direct-minimal-versions; \
-	cargo +$(MSRV_VERSION) check --locked --workspace
+	cargo +$(MSRV_VERSION) check --workspace
 
 check: check-fmt check-clippy check-toml cargo-machete
 
diff --git a/bindings/python/Cargo.lock b/bindings/python/Cargo.lock
index 1a619dca0f..8249414b8d 100644
--- a/bindings/python/Cargo.lock
+++ b/bindings/python/Cargo.lock
@@ -50,15 +50,6 @@ dependencies = [
  "core_extensions",
 ]
 
-[[package]]
-name = "addr2line"
-version = "0.24.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dfbe277e56a376000877090da837660b4427aad530e3028d44e0bffe4f89a1c1"
-dependencies = [
- "gimli",
-]
-
 [[package]]
 name = "adler2"
 version = "2.0.1"
@@ -84,7 +75,7 @@ checksum = "5a15f179cd60c4584b8a8c596927aadc462e27f2ca70c04e0071964a73ba7a75"
 dependencies = [
  "cfg-if",
  "const-random",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "version_check",
  "zerocopy",
@@ -131,9 +122,9 @@ dependencies = [
 
 [[package]]
 name = "anyhow"
-version = "1.0.99"
+version = "1.0.100"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0674a1ddeecb70197781e945de4b3b8ffb61fa939a5597bcf48503737663100"
+checksum = "a23eb6b1614318a8071c9b2521f36b424b2c83db5eb3a0fead4a6c0809af6e61"
 
 [[package]]
 name = "apache-avro"
@@ -153,10 +144,20 @@ dependencies = [
  "serde",
  "serde_bytes",
  "serde_json",
- "strum",
- "strum_macros",
- "thiserror 2.0.16",
+ "strum 0.27.2",
+ "strum_macros 0.27.2",
+ "thiserror",
  "uuid",
+ "zstd",
+]
+
+[[package]]
+name = "ar_archive_writer"
+version = "0.2.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f0c269894b6fe5e9d7ada0cf69b5bf847ff35bc25fc271f08e1d080fce80339a"
+dependencies = [
+ "object",
 ]
 
 [[package]]
@@ -179,9 +180,9 @@ checksum = "7c02d123df017efcdfbd739ef81735b36c5ba83ec3c59c80a9d7ecc718f92e50"
 
 [[package]]
 name = "arrow"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f3f15b4c6b148206ff3a2b35002e08929c2462467b62b9c02036d9c34f9ef994"
+checksum = "6e833808ff2d94ed40d9379848a950d995043c7fb3e81a30b383f4c6033821cc"
 dependencies = [
  "arrow-arith",
  "arrow-array",
@@ -201,9 +202,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-arith"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "30feb679425110209ae35c3fbf82404a39a4c0436bb3ec36164d8bffed2a4ce4"
+checksum = "ad08897b81588f60ba983e3ca39bda2b179bdd84dced378e7df81a5313802ef8"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -215,9 +216,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-array"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70732f04d285d49054a48b72c54f791bb3424abae92d27aafdf776c98af161c8"
+checksum = "8548ca7c070d8db9ce7aa43f37393e4bfcf3f2d3681df278490772fd1673d08d"
 dependencies = [
  "ahash 0.8.12",
  "arrow-buffer",
@@ -226,15 +227,15 @@ dependencies = [
  "chrono",
  "chrono-tz",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "num",
 ]
 
 [[package]]
 name = "arrow-buffer"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "169b1d5d6cb390dd92ce582b06b23815c7953e9dfaaea75556e89d890d19993d"
+checksum = "e003216336f70446457e280807a73899dd822feaf02087d31febca1363e2fccc"
 dependencies = [
  "bytes",
  "half",
@@ -243,9 +244,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-cast"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e4f12eccc3e1c05a766cafb31f6a60a46c2f8efec9b74c6e0648766d30686af8"
+checksum = "919418a0681298d3a77d1a315f625916cb5678ad0d74b9c60108eb15fd083023"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -264,9 +265,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-csv"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "012c9fef3f4a11573b2c74aec53712ff9fdae4a95f4ce452d1bbf088ee00f06b"
+checksum = "bfa9bf02705b5cf762b6f764c65f04ae9082c7cfc4e96e0c33548ee3f67012eb"
 dependencies = [
  "arrow-array",
  "arrow-cast",
@@ -279,9 +280,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-data"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8de1ce212d803199684b658fc4ba55fb2d7e87b213de5af415308d2fee3619c2"
+checksum = "a5c64fff1d142f833d78897a772f2e5b55b36cb3e6320376f0961ab0db7bd6d0"
 dependencies = [
  "arrow-buffer",
  "arrow-schema",
@@ -291,23 +292,25 @@ dependencies = [
 
 [[package]]
 name = "arrow-ipc"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d9ea5967e8b2af39aff5d9de2197df16e305f47f404781d3230b2dc672da5d92"
+checksum = "1d3594dcddccc7f20fd069bc8e9828ce37220372680ff638c5e00dea427d88f5"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
  "arrow-data",
  "arrow-schema",
+ "arrow-select",
  "flatbuffers",
  "lz4_flex",
+ "zstd",
 ]
 
 [[package]]
 name = "arrow-json"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5709d974c4ea5be96d900c01576c7c0b99705f4a3eec343648cb1ca863988a9c"
+checksum = "88cf36502b64a127dc659e3b305f1d993a544eab0d48cce704424e62074dc04b"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -316,7 +319,7 @@ dependencies = [
  "arrow-schema",
  "chrono",
  "half",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "lexical-core",
  "memchr",
  "num",
@@ -327,9 +330,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-ord"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6506e3a059e3be23023f587f79c82ef0bcf6d293587e3272d20f2d30b969b5a7"
+checksum = "3c8f82583eb4f8d84d4ee55fd1cb306720cddead7596edce95b50ee418edf66f"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -340,9 +343,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-pyarrow"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0e55ecf16b9b61d433f6e63c72fc6afcf2597d7db96583de88ebb887d1822268"
+checksum = "7d924b32e96f8bb74d94cd82bd97b313c432fcb0ea331689ef9e7c6b8be4b258"
 dependencies = [
  "arrow-array",
  "arrow-data",
@@ -352,9 +355,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-row"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "52bf7393166beaf79b4bed9bfdf19e97472af32ce5b6b48169d321518a08cae2"
+checksum = "9d07ba24522229d9085031df6b94605e0f4b26e099fb7cdeec37abd941a73753"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -365,9 +368,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-schema"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "af7686986a3bf2254c9fb130c623cdcb2f8e1f15763e7c71c310f0834da3d292"
+checksum = "b3aa9e59c611ebc291c28582077ef25c97f1975383f1479b12f3b9ffee2ffabe"
 dependencies = [
  "bitflags",
  "serde",
@@ -376,9 +379,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-select"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dd2b45757d6a2373faa3352d02ff5b54b098f5e21dccebc45a21806bc34501e5"
+checksum = "8c41dbbd1e97bfcaee4fcb30e29105fb2c75e4d82ae4de70b792a5d3f66b2e7a"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -390,9 +393,9 @@ dependencies = [
 
 [[package]]
 name = "arrow-string"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0377d532850babb4d927a06294314b316e23311503ed580ec6ce6a0158f49d40"
+checksum = "53f5183c150fbc619eede22b861ea7c0eebed8eaac0333eaa7f6da5205fd504d"
 dependencies = [
  "arrow-array",
  "arrow-buffer",
@@ -429,7 +432,7 @@ version = "0.4.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "06575e6a9673580f52661c92107baabffbf41e2141373441cbcdc47cb733003c"
 dependencies = [
- "bzip2",
+ "bzip2 0.5.2",
  "flate2",
  "futures-core",
  "memchr",
@@ -468,7 +471,7 @@ checksum = "9035ad2d096bed7955a320ee7e2230574d28fd3c3a0f186cbea1ff3c7eed5dbb"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -494,30 +497,15 @@ checksum = "c08606f8c3cbf4ce6ec8e28fb0014a2c086708fe954eaa885384a6165172e7e8"
 
 [[package]]
 name = "backon"
-version = "1.5.2"
+version = "1.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "592277618714fbcecda9a02ba7a8781f319d26532a88553bbacc77ba5d2b3a8d"
+checksum = "cffb0e931875b666fc4fcb20fee52e9bbd1ef836fd9e9e04ec21555f9f85f7ef"
 dependencies = [
  "fastrand",
  "gloo-timers",
  "tokio",
 ]
 
-[[package]]
-name = "backtrace"
-version = "0.3.75"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6806a6321ec58106fea15becdad98371e28d92ccbc7c8f1b3b6dd724fe8f1002"
-dependencies = [
- "addr2line",
- "cfg-if",
- "libc",
- "miniz_oxide",
- "object",
- "rustc-demangle",
- "windows-targets 0.52.6",
-]
-
 [[package]]
 name = "base64"
 version = "0.22.1"
@@ -526,9 +514,9 @@ checksum = "72b3254f16251a8381aa12e40e3c4d2f0199f8c6508fbecb9d91f575e0fbb8c6"
 
 [[package]]
 name = "bigdecimal"
-version = "0.4.8"
+version = "0.4.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1a22f228ab7a1b23027ccc6c350b72868017af7ea8356fbdf19f8d991c690013"
+checksum = "560f42649de9fa436b73517378a147ec21f6c997a546581df4b4b31677828934"
 dependencies = [
  "autocfg",
  "libm",
@@ -546,9 +534,9 @@ checksum = "230c5f1ca6a325a32553f8640d31ac9b49f2411e901e427570154868b46da4f7"
 
 [[package]]
 name = "bitflags"
-version = "2.9.4"
+version = "2.10.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2261d10cca569e4643e526d8dc2e62e433cc8aba21ab764233731f8d369bf394"
+checksum = "812e12b5285cc515a9c72a5c1d3b6d46a19dac5acfef5265968c166106e31dd3"
 
 [[package]]
 name = "bitvec"
@@ -595,9 +583,9 @@ dependencies = [
 
 [[package]]
 name = "bon"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c2529c31017402be841eb45892278a6c21a000c0a17643af326c73a73f83f0fb"
+checksum = "ebeb9aaf9329dff6ceb65c689ca3db33dbf15f324909c60e4e5eef5701ce31b1"
 dependencies = [
  "bon-macros",
  "rustversion",
@@ -605,9 +593,9 @@ dependencies = [
 
 [[package]]
 name = "bon-macros"
-version = "3.7.2"
+version = "3.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d82020dadcb845a345591863adb65d74fa8dc5c18a0b6d408470e13b7adc7005"
+checksum = "77e9d642a7e3a318e37c2c9427b5a6a48aa1ad55dcd986f3034ab2239045a645"
 dependencies = [
  "darling 0.21.3",
  "ident_case",
@@ -615,7 +603,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "rustversion",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -638,7 +626,7 @@ dependencies = [
  "proc-macro-crate",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -692,9 +680,9 @@ dependencies = [
 
 [[package]]
 name = "bytemuck"
-version = "1.23.2"
+version = "1.24.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3995eaeebcdf32f91f980d360f78732ddc061097ab4e39991ae7a6ace9194677"
+checksum = "1fbdf580320f38b612e485521afda1ee26d10cc9884efaaa750d383e13e3c5f4"
 
 [[package]]
 name = "byteorder"
@@ -717,6 +705,15 @@ dependencies = [
  "bzip2-sys",
 ]
 
+[[package]]
+name = "bzip2"
+version = "0.6.1"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "f3a53fac24f34a81bc9954b5d6cfce0c21e18ec6959f44f56e8e90e4bb7c346c"
+dependencies = [
+ "libbz2-rs-sys",
+]
+
 [[package]]
 name = "bzip2-sys"
 version = "0.1.13+1.0.8"
@@ -729,9 +726,9 @@ dependencies = [
 
 [[package]]
 name = "cc"
-version = "1.2.36"
+version = "1.2.43"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5252b3d2648e5eedbc1a6f501e3c795e07025c1e93bbf8bbdd6eef7f447a6d54"
+checksum = "739eb0f94557554b3ca9a86d2d37bebd49c5e6d0c1d2bda35ba5bdac830befc2"
 dependencies = [
  "find-msvc-tools",
  "jobserver",
@@ -741,9 +738,9 @@ dependencies = [
 
 [[package]]
 name = "cfg-if"
-version = "1.0.3"
+version = "1.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2fd1289c04a9ea8cb22300a459a72a385d7c73d3259e2ed7dcb2af674838cfa9"
+checksum = "9330f8b2ff13f34540b44e946ef35111825727b38d33286ef986142615121801"
 
 [[package]]
 name = "cfg_aliases"
@@ -762,7 +759,7 @@ dependencies = [
  "num-traits",
  "serde",
  "wasm-bindgen",
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -777,11 +774,12 @@ dependencies = [
 
 [[package]]
 name = "comfy-table"
-version = "7.2.0"
+version = "7.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3f8e18d0dca9578507f13f9803add0df13362b02c501c1c17734f0dbb52eaf0b"
+checksum = "e0d05af1e006a2407bedef5af410552494ce5be9090444dbbcb57258c1af3d56"
 dependencies = [
- "unicode-segmentation",
+ "strum 0.26.3",
+ "strum_macros 0.26.4",
  "unicode-width",
 ]
 
@@ -822,9 +820,9 @@ dependencies = [
 
 [[package]]
 name = "const_panic"
-version = "0.2.14"
+version = "0.2.15"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bb8a602185c3c95b52f86dc78e55a6df9a287a7a93ddbcf012509930880cf879"
+checksum = "e262cdaac42494e3ae34c43969f9cdeb7da178bdb4b66fa6a1ea2edb4c8ae652"
 dependencies = [
  "typewit",
 ]
@@ -925,21 +923,21 @@ dependencies = [
 
 [[package]]
 name = "csv"
-version = "1.3.1"
+version = "1.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "acdc4883a9c96732e4733212c01447ebd805833b7275a73ca3ee080fd77afdaf"
+checksum = "52cd9d68cf7efc6ddfaaee42e7288d3a99d613d4b50f76ce9827ae0c6e14f938"
 dependencies = [
  "csv-core",
  "itoa",
  "ryu",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "csv-core"
-version = "0.1.12"
+version = "0.1.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7d02f3b0da4c6504f86e9cd789d8dbafab48c2321be74e9987593de5a894d93d"
+checksum = "704a3c26996a80471189265814dbc2c257598b96b8a7feae2d31ace646bb9782"
 dependencies = [
  "memchr",
 ]
@@ -975,7 +973,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -989,7 +987,7 @@ dependencies = [
  "proc-macro2",
  "quote",
  "strsim",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1000,7 +998,7 @@ checksum = "fc34b93ccb385b40dc71c6fceac4b2ad23662c7eeb248cf10d529b7e055b6ead"
 dependencies = [
  "darling_core 0.20.11",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1011,7 +1009,7 @@ checksum = "d38308df82d1080de0afee5d069fa14b0326a88c14f15c5ccda35b4a6c414c81"
 dependencies = [
  "darling_core 0.21.3",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1030,16 +1028,16 @@ dependencies = [
 
 [[package]]
 name = "datafusion"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8a11e19a7ccc5bb979c95c1dceef663eab39c9061b3bbf8d1937faf0f03bf41f"
+checksum = "2af15bb3c6ffa33011ef579f6b0bcbe7c26584688bd6c994f548e44df67f011a"
 dependencies = [
  "arrow",
  "arrow-ipc",
  "arrow-schema",
  "async-trait",
  "bytes",
- "bzip2",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-catalog",
  "datafusion-catalog-listing",
@@ -1059,6 +1057,7 @@ dependencies = [
  "datafusion-functions-window",
  "datafusion-optimizer",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
@@ -1084,9 +1083,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "94985e67cab97b1099db2a7af11f31a45008b282aba921c1e1d35327c212ec18"
+checksum = "187622262ad8f7d16d3be9202b4c1e0116f1c9aa387e5074245538b755261621"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1110,9 +1109,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-catalog-listing"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e002df133bdb7b0b9b429d89a69aa77b35caeadee4498b2ce1c7c23a99516988"
+checksum = "9657314f0a32efd0382b9a46fdeb2d233273ece64baa68a7c45f5a192daf0f83"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1133,17 +1132,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e13242fc58fd753787b0a538e5ae77d356cb9d0656fa85a591a33c5f106267f6"
+checksum = "5a83760d9a13122d025fbdb1d5d5aaf93dd9ada5e90ea229add92aa30898b2d1"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
  "arrow-ipc",
  "base64",
+ "chrono",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "libc",
  "log",
  "object_store",
@@ -1157,9 +1157,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-common-runtime"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d2239f964e95c3a5d6b4a8cde07e646de8995c1396a7fd62c6e784f5341db499"
+checksum = "5b6234a6c7173fe5db1c6c35c01a12b2aa0f803a3007feee53483218817f8b1e"
 dependencies = [
  "futures",
  "log",
@@ -1168,21 +1168,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2cf792579bc8bf07d1b2f68c2d5382f8a63679cce8fbebfd4ba95742b6e08864"
+checksum = "7256c9cb27a78709dd42d0c80f0178494637209cac6e29d5c93edd09b6721b86"
 dependencies = [
  "arrow",
  "async-compression",
  "async-trait",
  "bytes",
- "bzip2",
+ "bzip2 0.6.1",
  "chrono",
  "datafusion-common",
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
  "datafusion-session",
@@ -1204,9 +1205,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-csv"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cfc114f9a1415174f3e8d2719c371fc72092ef2195a7955404cfe6b2ba29a706"
+checksum = "64533a90f78e1684bfb113d200b540f18f268134622d7c96bbebc91354d04825"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1229,9 +1230,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-json"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d88dd5e215c420a52362b9988ecd4cefd71081b730663d4f7d886f706111fc75"
+checksum = "8d7ebeb12c77df0aacad26f21b0d033aeede423a64b2b352f53048a75bf1d6e6"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1254,9 +1255,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-datasource-parquet"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "33692acdd1fbe75280d14f4676fe43f39e9cb36296df56575aa2cac9a819e4cf"
+checksum = "09e783c4c7d7faa1199af2df4761c68530634521b176a8d1331ddbc5a5c75133"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1269,9 +1270,11 @@ dependencies = [
  "datafusion-expr",
  "datafusion-functions-aggregate",
  "datafusion-physical-expr",
+ "datafusion-physical-expr-adapter",
  "datafusion-physical-expr-common",
  "datafusion-physical-optimizer",
  "datafusion-physical-plan",
+ "datafusion-pruning",
  "datafusion-session",
  "futures",
  "itertools 0.14.0",
@@ -1285,17 +1288,18 @@ dependencies = [
 
 [[package]]
 name = "datafusion-doc"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e0e7b648387b0c1937b83cb328533c06c923799e73a9e3750b762667f32662c0"
+checksum = "99ee6b1d9a80d13f9deb2291f45c07044b8e62fb540dbde2453a18be17a36429"
 
 [[package]]
 name = "datafusion-execution"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9609d83d52ff8315283c6dad3b97566e877d8f366fab4c3297742f33dcd636c7"
+checksum = "a4cec0a57653bec7b933fb248d3ffa3fa3ab3bd33bd140dc917f714ac036f531"
 dependencies = [
  "arrow",
+ "async-trait",
  "dashmap",
  "datafusion-common",
  "datafusion-expr",
@@ -1310,11 +1314,12 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e75230cd67f650ef0399eb00f54d4a073698f2c0262948298e5299fc7324da63"
+checksum = "ef76910bdca909722586389156d0aa4da4020e1631994d50fadd8ad4b1aa05fe"
 dependencies = [
  "arrow",
+ "async-trait",
  "chrono",
  "datafusion-common",
  "datafusion-doc",
@@ -1322,7 +1327,7 @@ dependencies = [
  "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr-common",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "paste",
  "recursive",
  "serde_json",
@@ -1331,22 +1336,22 @@ dependencies = [
 
 [[package]]
 name = "datafusion-expr-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70fafb3a045ed6c49cfca0cd090f62cf871ca6326cc3355cb0aaf1260fa760b6"
+checksum = "6d155ccbda29591ca71a1344dd6bed26c65a4438072b400df9db59447f590bb6"
 dependencies = [
  "arrow",
  "datafusion-common",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "paste",
 ]
 
 [[package]]
 name = "datafusion-ffi"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "257de77f836e9bad3e0274d4ffc88555ebf559ae30d4e9c674b9809104c1cc3b"
+checksum = "25ddb7c4e645df080c27dad13a198d191da328dd1c98e198664a7a0f64b335cc"
 dependencies = [
  "abi_stable",
  "arrow",
@@ -1366,9 +1371,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cdf9a9cf655265861a20453b1e58357147eab59bdc90ce7f2f68f1f35104d3bb"
+checksum = "7de2782136bd6014670fd84fe3b0ca3b3e4106c96403c3ae05c0598577139977"
 dependencies = [
  "arrow",
  "arrow-buffer",
@@ -1395,9 +1400,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7f07e49733d847be0a05235e17b884d326a2fd402c97a89fe8bcf0bfba310005"
+checksum = "07331fc13603a9da97b74fd8a273f4238222943dffdbbed1c4c6f862a30105bf"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1416,9 +1421,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-aggregate-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4512607e10d72b0b0a1dc08f42cb5bd5284cb8348b7fea49dc83409493e32b1b"
+checksum = "b5951e572a8610b89968a09b5420515a121fbc305c0258651f318dc07c97ab17"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1429,9 +1434,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-nested"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2ab331806e34f5545e5f03396e4d5068077395b1665795d8f88c14ec4f1e0b7a"
+checksum = "fdacca9302c3d8fc03f3e94f338767e786a88a33f5ebad6ffc0e7b50364b9ea3"
 dependencies = [
  "arrow",
  "arrow-ord",
@@ -1441,6 +1446,7 @@ dependencies = [
  "datafusion-expr",
  "datafusion-functions",
  "datafusion-functions-aggregate",
+ "datafusion-functions-aggregate-common",
  "datafusion-macros",
  "datafusion-physical-expr-common",
  "itertools 0.14.0",
@@ -1450,9 +1456,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-table"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4ac2c0be983a06950ef077e34e0174aa0cb9e346f3aeae459823158037ade37"
+checksum = "8c37ff8a99434fbbad604a7e0669717c58c7c4f14c472d45067c4b016621d981"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1466,9 +1472,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f3d92731de384c90906941d36dcadf6a86d4128409a9c5cd916662baed5f53"
+checksum = "48e2aea7c79c926cffabb13dc27309d4eaeb130f4a21c8ba91cdd241c813652b"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1484,9 +1490,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-functions-window-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c679f8bf0971704ec8fd4249fcbb2eb49d6a12cc3e7a840ac047b4928d3541b5"
+checksum = "0fead257ab5fd2ffc3b40fda64da307e20de0040fe43d49197241d9de82a487f"
 dependencies = [
  "datafusion-common",
  "datafusion-physical-expr-common",
@@ -1494,27 +1500,28 @@ dependencies = [
 
 [[package]]
 name = "datafusion-macros"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2821de7cb0362d12e75a5196b636a59ea3584ec1e1cc7dc6f5e34b9e8389d251"
+checksum = "ec6f637bce95efac05cdfb9b6c19579ed4aa5f6b94d951cfa5bb054b7bb4f730"
 dependencies = [
  "datafusion-expr",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "datafusion-optimizer"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1594c7a97219ede334f25347ad8d57056621e7f4f35a0693c8da876e10dd6a53"
+checksum = "c6583ef666ae000a613a837e69e456681a9faa96347bf3877661e9e89e141d8a"
 dependencies = [
  "arrow",
  "chrono",
  "datafusion-common",
  "datafusion-expr",
+ "datafusion-expr-common",
  "datafusion-physical-expr",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
  "recursive",
@@ -1524,9 +1531,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-expr"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dc6da0f2412088d23f6b01929dedd687b5aee63b19b674eb73d00c3eb3c883b7"
+checksum = "c8668103361a272cbbe3a61f72eca60c9b7c706e87cc3565bcf21e2b277b84f6"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1537,18 +1544,34 @@ dependencies = [
  "datafusion-physical-expr-common",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
+ "parking_lot",
  "paste",
  "petgraph",
 ]
 
+[[package]]
+name = "datafusion-physical-expr-adapter"
+version = "50.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "815acced725d30601b397e39958e0e55630e0a10d66ef7769c14ae6597298bb0"
+dependencies = [
+ "arrow",
+ "datafusion-common",
+ "datafusion-expr",
+ "datafusion-functions",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "itertools 0.14.0",
+]
+
 [[package]]
 name = "datafusion-physical-expr-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "dcb0dbd9213078a593c3fe28783beaa625a4e6c6a6c797856ee2ba234311fb96"
+checksum = "6652fe7b5bf87e85ed175f571745305565da2c0b599d98e697bcbedc7baa47c3"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1560,9 +1583,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-optimizer"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6d140854b2db3ef8ac611caad12bfb2e1e1de827077429322a6188f18fc0026a"
+checksum = "49b7d623eb6162a3332b564a0907ba00895c505d101b99af78345f1acf929b5c"
 dependencies = [
  "arrow",
  "datafusion-common",
@@ -1572,6 +1595,7 @@ dependencies = [
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "datafusion-physical-plan",
+ "datafusion-pruning",
  "itertools 0.14.0",
  "log",
  "recursive",
@@ -1579,9 +1603,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-physical-plan"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b46cbdf21a01206be76d467f325273b22c559c744a012ead5018dfe79597de08"
+checksum = "e2f7f778a1a838dec124efb96eae6144237d546945587557c9e6936b3414558c"
 dependencies = [
  "ahash 0.8.12",
  "arrow",
@@ -1593,13 +1617,14 @@ dependencies = [
  "datafusion-common-runtime",
  "datafusion-execution",
  "datafusion-expr",
+ "datafusion-functions-aggregate-common",
  "datafusion-functions-window-common",
  "datafusion-physical-expr",
  "datafusion-physical-expr-common",
  "futures",
  "half",
  "hashbrown 0.14.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "itertools 0.14.0",
  "log",
  "parking_lot",
@@ -1609,9 +1634,9 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e3fc7a2744332c2ef8804274c21f9fa664b4ca5889169250a6fd6b649ee5d16c"
+checksum = "a7df9f606892e6af45763d94d210634eec69b9bb6ced5353381682ff090028a3"
 dependencies = [
  "arrow",
  "chrono",
@@ -1625,20 +1650,38 @@ dependencies = [
 
 [[package]]
 name = "datafusion-proto-common"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "800add86852f12e3d249867425de2224c1e9fb7adc2930460548868781fbeded"
+checksum = "b4b14f288ca4ef77743d9672cafecf3adfffff0b9b04af9af79ecbeaaf736901"
 dependencies = [
  "arrow",
  "datafusion-common",
  "prost",
 ]
 
+[[package]]
+name = "datafusion-pruning"
+version = "50.3.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "cd1e59e2ca14fe3c30f141600b10ad8815e2856caa59ebbd0e3e07cd3d127a65"
+dependencies = [
+ "arrow",
+ "arrow-schema",
+ "datafusion-common",
+ "datafusion-datasource",
+ "datafusion-expr-common",
+ "datafusion-physical-expr",
+ "datafusion-physical-expr-common",
+ "datafusion-physical-plan",
+ "itertools 0.14.0",
+ "log",
+]
+
 [[package]]
 name = "datafusion-session"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3a72733766ddb5b41534910926e8da5836622316f6283307fd9fb7e19811a59c"
+checksum = "21ef8e2745583619bd7a49474e8f45fbe98ebb31a133f27802217125a7b3d58d"
 dependencies = [
  "arrow",
  "async-trait",
@@ -1660,15 +1703,15 @@ dependencies = [
 
 [[package]]
 name = "datafusion-sql"
-version = "48.0.1"
+version = "50.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5162338cdec9cc7ea13a0e6015c361acad5ec1d88d83f7c86301f789473971f"
+checksum = "89abd9868770386fede29e5a4b14f49c0bf48d652c3b9d7a8a0332329b87d50b"
 dependencies = [
  "arrow",
  "bigdecimal",
  "datafusion-common",
  "datafusion-expr",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "log",
  "recursive",
  "regex",
@@ -1677,12 +1720,12 @@ dependencies = [
 
 [[package]]
 name = "deranged"
-version = "0.5.3"
+version = "0.5.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d630bccd429a5bb5a64b5e94f693bfc48c9f8566418fda4c494cc94f911f87cc"
+checksum = "ececcb659e7ba858fb4f10388c250a7252eb0a27373f1a72b8748afdd248e587"
 dependencies = [
  "powerfmt",
- "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -1703,7 +1746,7 @@ dependencies = [
  "darling 0.20.11",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1713,7 +1756,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ab63b0e2bf4d5928aff72e83a7dace85d7bba5fe12dcc3c5a572d78caffd3f3c"
 dependencies = [
  "derive_builder_core",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1736,7 +1779,7 @@ checksum = "97369cbbc041bc366949bc74d34658d6cda5621039731c6310521892a3a20ae0"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1774,12 +1817,12 @@ checksum = "877a4ace8713b0bcf2a4e7eec82529c029f1d0619886d18145fea96c3ffe5c0f"
 
 [[package]]
 name = "errno"
-version = "0.3.13"
+version = "0.3.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "778e2ac28f6c47af28e4907f13ffd1e1ddbd400980a9abd7c8df189bf578a5ad"
+checksum = "39cab71617ae0d63f51a36d69f866391735b51691dbda63cf6f96d042b63efeb"
 dependencies = [
  "libc",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -1821,9 +1864,9 @@ checksum = "37909eebbb50d72f9059c3b6d82c0463f2ff062c9e95845c43a6c9c0355411be"
 
 [[package]]
 name = "find-msvc-tools"
-version = "0.1.1"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7fd99930f64d146689264c637b5af2f0233a933bef0d8570e2526bf9e083192d"
+checksum = "52051878f80a721bb68ebfbc930e07b65ba72f2da88968ea5c06fd6ca3d3a127"
 
 [[package]]
 name = "fixedbitset"
@@ -1833,9 +1876,9 @@ checksum = "1d674e81391d1e1ab681a28d99df07927c6d4aa5b027d7da16ba32d1d21ecd99"
 
 [[package]]
 name = "flatbuffers"
-version = "25.2.10"
+version = "25.9.23"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1045398c1bfd89168b5fd3f1fc11f6e70b34f6f66300c87d44d3de849463abf1"
+checksum = "09b6620799e7340ebd9968d2e0708eb82cf1971e9a16821e2091b6d6e475eed5"
 dependencies = [
  "bitflags",
  "rustc_version",
@@ -1843,9 +1886,9 @@ dependencies = [
 
 [[package]]
 name = "flate2"
-version = "1.1.2"
+version = "1.1.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a3d7db9596fecd151c5f638c0ee5d5bd487b6e0ea232e5dc96d5250f6f94b1d"
+checksum = "bfe33edd8e85a12a67454e37f8c75e730830d83e313556ab9ebf9ee7fbeb3bfb"
 dependencies = [
  "crc32fast",
  "libz-rs-sys",
@@ -1935,7 +1978,7 @@ checksum = "162ee34ebcb7c64a8abebc059ce0fee27c2262618d7b60ed8faf72fef13c3650"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -1977,25 +2020,11 @@ dependencies = [
  "cfg-if",
 ]
 
-[[package]]
-name = "generator"
-version = "0.8.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "605183a538e3e2a9c1038635cc5c2d194e2ee8fd0d1b66b8349fad7dbacce5a2"
-dependencies = [
- "cc",
- "cfg-if",
- "libc",
- "log",
- "rustversion",
- "windows",
-]
-
 [[package]]
 name = "generic-array"
-version = "0.14.7"
+version = "0.14.9"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "85649ca51fd72272d7821adaf274ad91c288277713d9c18820d8499a7ff69e9a"
+checksum = "4bb6743198531e02858aeaea5398fcc883e71851fcbcb5a2f773e2fb6cb1edf2"
 dependencies = [
  "typenum",
  "version_check",
@@ -2010,30 +2039,24 @@ dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
+ "wasi",
  "wasm-bindgen",
 ]
 
 [[package]]
 name = "getrandom"
-version = "0.3.3"
+version = "0.3.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "26145e563e54f2cadc477553f1ec5ee650b00862f0a58bcd12cbdc5f0ea2d2f4"
+checksum = "899def5c37c4fd7b2664648c28120ecec138e4d395b459e5ca34f9cce2dd77fd"
 dependencies = [
  "cfg-if",
  "js-sys",
  "libc",
  "r-efi",
- "wasi 0.14.4+wasi-0.2.4",
+ "wasip2",
  "wasm-bindgen",
 ]
 
-[[package]]
-name = "gimli"
-version = "0.31.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "07e28edb80900c19c28f1072f2e8aeca7fa06b23cd4169cefe1af5aa3260783f"
-
 [[package]]
 name = "glob"
 version = "0.3.3"
@@ -2054,13 +2077,14 @@ dependencies = [
 
 [[package]]
 name = "half"
-version = "2.6.0"
+version = "2.7.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "459196ed295495a68f7d7fe1d84f6c4b7ff0e21fe3017b2f283c6fac3ad803c9"
+checksum = "6ea2d84b969582b4b1864a92dc5d27cd2b77b622a8d79306834f1be5ba20d84b"
 dependencies = [
  "cfg-if",
  "crunchy",
  "num-traits",
+ "zerocopy",
 ]
 
 [[package]]
@@ -2088,11 +2112,15 @@ version = "0.15.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9229cfe53dfd69f0609a49f65461bd93001ea1ef889cd5529dd176593f5338a1"
 dependencies = [
- "allocator-api2",
- "equivalent",
  "foldhash",
 ]
 
+[[package]]
+name = "hashbrown"
+version = "0.16.0"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "5419bdc4f6a9207fbeba6d11b604d481addf78ecd10c11ad51e76c2f6482748d"
+
 [[package]]
 name = "heck"
 version = "0.5.0"
@@ -2171,9 +2199,9 @@ checksum = "6dbf3de79e51f3d586ab4cb9d5c3e2c14aa28ed23d180cf89b4df0454a69cc87"
 
 [[package]]
 name = "humantime"
-version = "2.2.0"
+version = "2.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9b112acc8b3adf4b107a8ec20977da0273a8c386765a3ec0229bd500a1443f9f"
+checksum = "135b12329e5e3ce057a9f972339ea52bc954fe1e9358ef27f95e89716fbc5424"
 
 [[package]]
 name = "hyper"
@@ -2215,9 +2243,9 @@ dependencies = [
 
 [[package]]
 name = "hyper-util"
-version = "0.1.16"
+version = "0.1.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8d9b05277c7e8da2c93a568989bb6207bef0112e8d17df7a6eda4a3cf143bc5e"
+checksum = "3c6995591a8f1380fcb4ba966a252a4b29188d51d2b89e3a252f5305be65aea8"
 dependencies = [
  "base64",
  "bytes",
@@ -2239,9 +2267,9 @@ dependencies = [
 
 [[package]]
 name = "iana-time-zone"
-version = "0.1.63"
+version = "0.1.64"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b0c919e5debc312ad217002b8048a17b7d83f80703865bbfcfebb0458b0b27d8"
+checksum = "33e57f83510bb73707521ebaffa789ec8caf86f9657cad665b092b581d40e9fb"
 dependencies = [
  "android_system_properties",
  "core-foundation-sys",
@@ -2306,7 +2334,7 @@ dependencies = [
  "serde_json",
  "serde_repr",
  "serde_with",
- "strum",
+ "strum 0.27.2",
  "thrift",
  "tokio",
  "typed-builder",
@@ -2331,9 +2359,9 @@ dependencies = [
 
 [[package]]
 name = "icu_collections"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "200072f5d0e3614556f94a9930d5dc3e0662a652823904c3a75dc3b0af7fee47"
+checksum = "f578a71f2bfaf7ceb30b519a645ae48024b45f9eecbe060a31a004d7b4ba9462"
 dependencies = [
  "displaydoc",
  "potential_utf",
@@ -2344,9 +2372,9 @@ dependencies = [
 
 [[package]]
 name = "icu_locale_core"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0cde2700ccaed3872079a65fb1a78f6c0a36c91570f28755dda67bc8f7d9f00a"
+checksum = "4c219b62bf5a06801012446193fdfcbd7970e876823aba4c62def2ce957dcb44"
 dependencies = [
  "displaydoc",
  "litemap",
@@ -2357,11 +2385,10 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "436880e8e18df4d7bbc06d58432329d6458cc84531f7ac5f024e93deadb37979"
+checksum = "33747cecc725eebb47ac503fab725e395d50cb7889ae490a1359f130611d4cc5"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_normalizer_data",
  "icu_properties",
@@ -2372,42 +2399,38 @@ dependencies = [
 
 [[package]]
 name = "icu_normalizer_data"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "00210d6893afc98edb752b664b8890f0ef174c8adbb8d0be9710fa66fbbf72d3"
+checksum = "d6ce2d23e1b3c45624ba6a23e2c767e01c9680e0c0800b39c7abfff9565175d8"
 
 [[package]]
 name = "icu_properties"
-version = "2.0.1"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "016c619c1eeb94efb86809b015c58f479963de65bdb6253345c1a1276f22e32b"
+checksum = "6d70f9b6574c79f7a83ea5ce72cc88d271a3e77355c5f7748a107e751d8617fb"
 dependencies = [
- "displaydoc",
  "icu_collections",
  "icu_locale_core",
  "icu_properties_data",
  "icu_provider",
- "potential_utf",
  "zerotrie",
  "zerovec",
 ]
 
 [[package]]
 name = "icu_properties_data"
-version = "2.0.1"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "298459143998310acd25ffe6810ed544932242d3f07083eee1084d83a71bd632"
+checksum = "17fa55bf868e28e638ed132bcee1e5c21ba2c1e52c15e7c78b781858e7b54342"
 
 [[package]]
 name = "icu_provider"
-version = "2.0.0"
+version = "2.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "03c80da27b5f4187909049ee2d72f276f0d9f99a42c306bd0131ecfe04d8e5af"
+checksum = "f64958e359123591ae1f17a27b5fc9ebdb50c98b04e0401146154de1d8fe3e44"
 dependencies = [
  "displaydoc",
  "icu_locale_core",
- "stable_deref_trait",
- "tinystr",
  "writeable",
  "yoke",
  "zerofrom",
@@ -2455,20 +2478,24 @@ dependencies = [
 
 [[package]]
 name = "indexmap"
-version = "2.11.0"
+version = "2.12.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2481980430f9f78649238835720ddccc57e52df14ffce1c6f37391d61b563e9"
+checksum = "6717a8d2a5a929a1a2eb43a12812498ed141a0bcfb7e8f7844fbdbe4303bba9f"
 dependencies = [
  "equivalent",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "serde",
+ "serde_core",
 ]
 
 [[package]]
 name = "indoc"
-version = "2.0.6"
+version = "2.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f4c7245a08504955605670dbf141fceab975f15ca21570696aebe9d2e71576bd"
+checksum = "79cf5c93f93228cf8efb3ba362535fb11199ac548a09ce117c9b1adc3030d706"
+dependencies = [
+ "rustversion",
+]
 
 [[package]]
 name = "integer-encoding"
@@ -2476,17 +2503,6 @@ version = "3.0.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "8bb03732005da905c88227371639bf1ad885cc712789c011c31c5fb3ab3ccf02"
 
-[[package]]
-name = "io-uring"
-version = "0.7.10"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "046fa2d4d00aea763528b4950358d0ead425372445dc8ff86312b3c69ff7727b"
-dependencies = [
- "bitflags",
- "cfg-if",
- "libc",
-]
-
 [[package]]
 name = "ipnet"
 version = "2.11.0"
@@ -2533,31 +2549,25 @@ version = "0.1.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9afb3de4395d6b3e67a780b6de64b51c978ecf11cb9a462c66be7d4ca9039d33"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "libc",
 ]
 
 [[package]]
 name = "js-sys"
-version = "0.3.78"
+version = "0.3.82"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0c0b063578492ceec17683ef2f8c5e89121fbd0b172cbc280635ab7567db2738"
+checksum = "b011eec8cc36da2aab2d5cff675ec18454fad408585853910a202391cf9f8e65"
 dependencies = [
  "once_cell",
  "wasm-bindgen",
 ]
 
-[[package]]
-name = "lazy_static"
-version = "1.5.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bbd2bcb4c963f2ddae06a2efc7e9f3591312473c50c6685e1f298068316e66fe"
-
 [[package]]
 name = "lexical-core"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b765c31809609075565a70b4b71402281283aeda7ecaf4818ac14a7b2ade8958"
+checksum = "7d8d125a277f807e55a77304455eb7b1cb52f2b18c143b60e766c120bd64a594"
 dependencies = [
  "lexical-parse-float",
  "lexical-parse-integer",
@@ -2568,60 +2578,59 @@ dependencies = [
 
 [[package]]
 name = "lexical-parse-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de6f9cb01fb0b08060209a057c048fcbab8717b4c1ecd2eac66ebfe39a65b0f2"
+checksum = "52a9f232fbd6f550bc0137dcb5f99ab674071ac2d690ac69704593cb4abbea56"
 dependencies = [
  "lexical-parse-integer",
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-parse-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "72207aae22fc0a121ba7b6d479e42cbfea549af1479c3f3a4f12c70dd66df12e"
+checksum = "9a7a039f8fb9c19c996cd7b2fcce303c1b2874fe1aca544edc85c4a5f8489b34"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-util"
-version = "1.0.6"
+version = "1.0.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a82e24bf537fd24c177ffbbdc6ebcc8d54732c35b50a3f28cc3f4e4c949a0b3"
-dependencies = [
- "static_assertions",
-]
+checksum = "2604dd126bb14f13fb5d1bd6a66155079cb9fa655b37f875b3a742c705dbed17"
 
 [[package]]
 name = "lexical-write-float"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c5afc668a27f460fb45a81a757b6bf2f43c2d7e30cb5a2dcd3abf294c78d62bd"
+checksum = "50c438c87c013188d415fbabbb1dceb44249ab81664efbd31b14ae55dabb6361"
 dependencies = [
  "lexical-util",
  "lexical-write-integer",
- "static_assertions",
 ]
 
 [[package]]
 name = "lexical-write-integer"
-version = "1.0.5"
+version = "1.0.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "629ddff1a914a836fb245616a7888b62903aae58fa771e1d83943035efa0f978"
+checksum = "409851a618475d2d5796377cad353802345cba92c867d9fbcde9cf4eac4e14df"
 dependencies = [
  "lexical-util",
- "static_assertions",
 ]
 
+[[package]]
+name = "libbz2-rs-sys"
+version = "0.2.2"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "2c4a545a15244c7d945065b5d392b2d2d7f21526fba56ce51467b06ed445e8f7"
+
 [[package]]
 name = "libc"
-version = "0.2.175"
+version = "0.2.177"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6a82ae493e598baaea5209805c49bbf2ea7de956d50d7da0da1164f9c6d28543"
+checksum = "2874a2af47a2325c2001a6e6fad9b16a53b802102b528163885171cf92b15976"
 
 [[package]]
 name = "libloading"
@@ -2650,23 +2659,22 @@ dependencies = [
 
 [[package]]
 name = "linux-raw-sys"
-version = "0.9.4"
+version = "0.11.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cd945864f07fe9f5371a27ad7b52a172b4b499999f1d97574c9fa68373937e12"
+checksum = "df1d3c3b53da64cf5760482273a98e575c651a67eec7f77df96b5b642de8f039"
 
 [[package]]
 name = "litemap"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "241eaef5fd12c88705a01fc1066c48c4b36e0dd4377dcdc7ec3942cea7a69956"
+checksum = "6373607a59f0be73a39b6fe456b8192fcc3585f602af20751600e974dd455e77"
 
 [[package]]
 name = "lock_api"
-version = "0.4.13"
+version = "0.4.14"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "96936507f153605bddfcda068dd804796c84324ed2510809e5b2a624c81da765"
+checksum = "224399e74b87b5f3557511d98dff8b14089b3dadafcab6bb93eab67d3aace965"
 dependencies = [
- "autocfg",
  "scopeguard",
 ]
 
@@ -2676,19 +2684,6 @@ version = "0.4.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "34080505efa8e45a4b816c349525ebe327ceaa8559756f0356cba97ef3bf7432"
 
-[[package]]
-name = "loom"
-version = "0.7.2"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "419e0dc8046cb947daa77eb95ae174acfbddb7673b4151f56d1eed8e93fbfaca"
-dependencies = [
- "cfg-if",
- "generator",
- "scoped-tls",
- "tracing",
- "tracing-subscriber",
-]
-
 [[package]]
 name = "lru-slab"
 version = "0.1.2"
@@ -2715,15 +2710,6 @@ dependencies = [
  "pkg-config",
 ]
 
-[[package]]
-name = "matchers"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d1525a2a28c7f4fa0fc98bb91ae755d1e2d1505079e05539e35bc876b5d65ae9"
-dependencies = [
- "regex-automata",
-]
-
 [[package]]
 name = "md-5"
 version = "0.10.6"
@@ -2736,9 +2722,9 @@ dependencies = [
 
 [[package]]
 name = "memchr"
-version = "2.7.5"
+version = "2.7.6"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "32a282da65faaf38286cf3be983213fcf1d2e2a58700e808f83f4ea9a4804bc0"
+checksum = "f52b00d39961fc5b2736ea853c9cc86238e165017a493d1d5c8eac6bdc4cc273"
 
 [[package]]
 name = "memoffset"
@@ -2756,38 +2742,38 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "1fa76a2c86f704bdb222d66965fb3d63269ce38518b83cb0575fca855ebb6316"
 dependencies = [
  "adler2",
+ "simd-adler32",
 ]
 
 [[package]]
 name = "mio"
-version = "1.0.4"
+version = "1.1.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78bed444cc8a2160f01cbcf811ef18cac863ad68ae8ca62092e8db51d51c761c"
+checksum = "69d83b0086dc8ecf3ce9ae2874b2d1290252e2a30720bea58a5c6639b0092873"
 dependencies = [
  "libc",
- "wasi 0.11.1+wasi-snapshot-preview1",
- "windows-sys 0.59.0",
+ "wasi",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "moka"
-version = "0.12.10"
+version = "0.12.11"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a9321642ca94a4282428e6ea4af8cc2ca4eac48ac7a6a4ea8f33f76d0ce70926"
+checksum = "8261cd88c312e0004c1d51baad2980c66528dfdb2bee62003e643a4d8f86b077"
 dependencies = [
  "async-lock",
  "crossbeam-channel",
  "crossbeam-epoch",
  "crossbeam-utils",
+ "equivalent",
  "event-listener",
  "futures-util",
- "loom",
  "parking_lot",
  "portable-atomic",
  "rustc_version",
  "smallvec",
  "tagptr",
- "thiserror 1.0.69",
  "uuid",
 ]
 
@@ -2797,15 +2783,6 @@ version = "0.5.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "9252111cf132ba0929b6f8e030cac2a24b507f3a4d6db6fb2896f27b354c714b"
 
-[[package]]
-name = "nu-ansi-term"
-version = "0.50.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d4a28e057d01f97e61255210fcff094d74ed0466038633e95017f5beb68e4399"
-dependencies = [
- "windows-sys 0.52.0",
-]
-
 [[package]]
 name = "num"
 version = "0.4.3"
@@ -2899,18 +2876,18 @@ dependencies = [
 
 [[package]]
 name = "object"
-version = "0.36.7"
+version = "0.32.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "62948e14d923ea95ea2c7c86c71013138b66525b86bdc08d2dcc262bdb497b87"
+checksum = "a6a622008b6e321afc04970976f62ee297fdbaa6f95318ca343e3eebb9648441"
 dependencies = [
  "memchr",
 ]
 
 [[package]]
 name = "object_store"
-version = "0.12.3"
+version = "0.12.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "efc4f07659e11cd45a341cd24d71e683e3be65d9ff1f8150061678fe60437496"
+checksum = "4c1be0c6c22ec0817cdc77d3842f721a17fd30ab6965001415b5402a74e6b740"
 dependencies = [
  "async-trait",
  "bytes",
@@ -2921,7 +2898,7 @@ dependencies = [
  "itertools 0.14.0",
  "parking_lot",
  "percent-encoding",
- "thiserror 2.0.16",
+ "thiserror",
  "tokio",
  "tracing",
  "url",
@@ -2938,9 +2915,9 @@ checksum = "42f5e15c9953c5e4ccceeb2e7382a716482c34515315f7b03532b8b4e8393d2d"
 
 [[package]]
 name = "opendal"
-version = "0.54.0"
+version = "0.54.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ffb9838d0575c6dbaf3fcec7255af8d5771996d4af900bbb6fa9a314dec00a1a"
+checksum = "42afda58fa2cf50914402d132cc1caacff116a85d10c72ab2082bb7c50021754"
 dependencies = [
  "anyhow",
  "backon",
@@ -2955,7 +2932,7 @@ dependencies = [
  "log",
  "md-5",
  "percent-encoding",
- "quick-xml",
+ "quick-xml 0.38.3",
  "reqsign",
  "reqwest",
  "serde",
@@ -3000,9 +2977,9 @@ checksum = "f38d5652c16fde515bb1ecef450ab0f6a219d619a7274976324d5e377f7dceba"
 
 [[package]]
 name = "parking_lot"
-version = "0.12.4"
+version = "0.12.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "70d58bf43669b5795d1576d0641cfb6fbb2057bf629506267a92807158584a13"
+checksum = "93857453250e3077bd71ff98b6a65ea6621a19bb0f559a85248955ac12c45a1a"
 dependencies = [
  "lock_api",
  "parking_lot_core",
@@ -3010,22 +2987,22 @@ dependencies = [
 
 [[package]]
 name = "parking_lot_core"
-version = "0.9.11"
+version = "0.9.12"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bc838d2a56b5b1a6c25f55575dfc605fabb63bb2365f6c2353ef9159aa69e4a5"
+checksum = "2621685985a2ebf1c516881c026032ac7deafcda1a2c9b7850dc81e3dfcb64c1"
 dependencies = [
  "cfg-if",
  "libc",
  "redox_syscall",
  "smallvec",
- "windows-targets 0.52.6",
+ "windows-link",
 ]
 
 [[package]]
 name = "parquet"
-version = "55.2.0"
+version = "56.2.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b17da4150748086bd43352bc77372efa9b6e3dbd06a04831d2a98c041c225cfa"
+checksum = "f0dbd48ad52d7dccf8ea1b90a3ddbfaea4f69878dd7683e51c507d4bc52b5b27"
 dependencies = [
  "ahash 0.8.12",
  "arrow-array",
@@ -3042,12 +3019,13 @@ dependencies = [
  "flate2",
  "futures",
  "half",
- "hashbrown 0.15.5",
+ "hashbrown 0.16.0",
  "lz4_flex",
  "num",
  "num-bigint",
  "object_store",
  "paste",
+ "ring",
  "seq-macro",
  "simdutf8",
  "snap",
@@ -3071,13 +3049,13 @@ checksum = "9b4f627cb1b25917193a259e49bdad08f671f8d9708acfd5fe0a8c1455d87220"
 
 [[package]]
 name = "petgraph"
-version = "0.8.2"
+version = "0.8.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "54acf3a685220b533e437e264e4d932cfbdc4cc7ec0cd232ed73c08d03b8a7ca"
+checksum = "8701b58ea97060d5e5b155d383a69952a60943f0e6dfe30b04c287beb0b27455"
 dependencies = [
  "fixedbitset",
  "hashbrown 0.15.5",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "serde",
 ]
 
@@ -3125,9 +3103,9 @@ checksum = "f84267b20a16ea918e43c6a88433c2d54fa145c92a811b5b047ccbe153674483"
 
 [[package]]
 name = "potential_utf"
-version = "0.1.3"
+version = "0.1.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "84df19adbe5b5a0782edcab45899906947ab039ccf4573713735ee7de1e6b08a"
+checksum = "b73949432f5e2a09657003c25bca5e19a0e9c84f8058ca374f49e0ebe605af77"
 dependencies = [
  "zerovec",
 ]
@@ -3154,23 +3132,23 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "479ca8adacdd7ce8f1fb39ce9ecccbfe93a3f1344b3d0d97f20bc0196208f62b"
 dependencies = [
  "proc-macro2",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "proc-macro-crate"
-version = "3.3.0"
+version = "3.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "edce586971a4dfaa28950c6f18ed55e0406c1ab88bbce2c6f6293a7aaba73d35"
+checksum = "219cb19e96be00ab2e37d6e299658a0cfa83e52429179969b0f0121b4ac46983"
 dependencies = [
  "toml_edit",
 ]
 
 [[package]]
 name = "proc-macro2"
-version = "1.0.101"
+version = "1.0.103"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89ae43fd86e4158d6db51ad8e2b80f313af9cc74f5c0e03ccb87de09998732de"
+checksum = "5ee95bc4ef87b8d5ba32e8b7714ccc834865276eab0aed5c9958d00ec45f49e8"
 dependencies = [
  "unicode-ident",
 ]
@@ -3195,15 +3173,16 @@ dependencies = [
  "itertools 0.14.0",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "psm"
-version = "0.1.26"
+version = "0.1.28"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e944464ec8536cd1beb0bbfd96987eb5e3b72f2ecdafdc5c769a37f1fa2ae1f"
+checksum = "d11f2fedc3b7dafdc2851bc52f277377c5473d378859be234bc7ebb593144d01"
 dependencies = [
+ "ar_archive_writer",
  "cc",
 ]
 
@@ -3241,11 +3220,10 @@ dependencies = [
 
 [[package]]
 name = "pyo3"
-version = "0.24.2"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e5203598f366b11a02b13aa20cab591229ff0a89fd121a308a5df751d5fc9219"
+checksum = "8970a78afe0628a3e3430376fc5fd76b6b45c4d43360ffd6cdd40bdde72b682a"
 dependencies = [
- "cfg-if",
  "indoc",
  "libc",
  "memoffset",
@@ -3259,9 +3237,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-build-config"
-version = "0.24.2"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "99636d423fa2ca130fa5acde3059308006d46f98caac629418e53f7ebb1e9999"
+checksum = "458eb0c55e7ece017adeba38f2248ff3ac615e53660d7c71a238d7d2a01c7598"
 dependencies = [
  "once_cell",
  "target-lexicon",
@@ -3269,9 +3247,9 @@ dependencies = [
 
 [[package]]
 name = "pyo3-ffi"
-version = "0.24.2"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "78f9cf92ba9c409279bc3305b5409d90db2d2c22392d443a87df3a1adad59e33"
+checksum = "7114fe5457c61b276ab77c5055f206295b812608083644a5c5b2640c3102565c"
 dependencies = [
  "libc",
  "pyo3-build-config",
@@ -3279,27 +3257,27 @@ dependencies = [
 
 [[package]]
 name = "pyo3-macros"
-version = "0.24.2"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0b999cb1a6ce21f9a6b147dcf1be9ffedf02e0043aec74dc390f3007047cecd9"
+checksum = "a8725c0a622b374d6cb051d11a0983786448f7785336139c3c94f5aa6bef7e50"
 dependencies = [
  "proc-macro2",
  "pyo3-macros-backend",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "pyo3-macros-backend"
-version = "0.24.2"
+version = "0.25.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "822ece1c7e1012745607d5cf0bcb2874769f0f7cb34c4cde03b9358eb9ef911a"
+checksum = "4109984c22491085343c05b0dbc54ddc405c3cf7b4374fc533f5c3313a572ccc"
 dependencies = [
  "heck",
  "proc-macro2",
  "pyo3-build-config",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -3318,6 +3296,16 @@ dependencies = [
  "serde",
 ]
 
+[[package]]
+name = "quick-xml"
+version = "0.38.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "42a232e7487fc2ef313d96dde7948e7a3c05101870d8985e4fd8d26aedd27b89"
+dependencies = [
+ "memchr",
+ "serde",
+]
+
 [[package]]
 name = "quinn"
 version = "0.11.9"
@@ -3332,7 +3320,7 @@ dependencies = [
  "rustc-hash",
  "rustls",
  "socket2",
- "thiserror 2.0.16",
+ "thiserror",
  "tokio",
  "tracing",
  "web-time",
@@ -3345,7 +3333,7 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f1906b49b0c3bc04b5fe5d86a77925ae6524a19b816ae38ce1e426255f1d8a31"
 dependencies = [
  "bytes",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "lru-slab",
  "rand 0.9.2",
  "ring",
@@ -3353,7 +3341,7 @@ dependencies = [
  "rustls",
  "rustls-pki-types",
  "slab",
- "thiserror 2.0.16",
+ "thiserror",
  "tinyvec",
  "tracing",
  "web-time",
@@ -3375,9 +3363,9 @@ dependencies = [
 
 [[package]]
 name = "quote"
-version = "1.0.40"
+version = "1.0.41"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1885c039570dc00dcb4ff087a89e185fd56bae234ddc7f056a945bf36467248d"
+checksum = "ce25767e7b499d1b604768e7cde645d14cc8584231ea6b295e9c9eb22c02e1d1"
 dependencies = [
  "proc-macro2",
 ]
@@ -3450,7 +3438,7 @@ version = "0.9.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "99d9a13982dcf210057a8a78572b2217b667c3beacbf3a0d8b454f6f82837d38"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
 ]
 
 [[package]]
@@ -3470,43 +3458,43 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "76009fbe0614077fc1a2ce255e3a1881a2e3a3527097d5dc6d8212c585e7e38b"
 dependencies = [
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "redox_syscall"
-version = "0.5.17"
+version = "0.5.18"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5407465600fb0548f1442edf71dd20683c6ed326200ace4b1ef0763521bb3b77"
+checksum = "ed2bf2547551a7053d6fdfafda3f938979645c44812fbfcda098faae3f1a362d"
 dependencies = [
  "bitflags",
 ]
 
 [[package]]
 name = "ref-cast"
-version = "1.0.24"
+version = "1.0.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a0ae411dbe946a674d89546582cea4ba2bb8defac896622d6496f14c23ba5cf"
+checksum = "f354300ae66f76f1c85c5f84693f0ce81d747e2c3f21a45fef496d89c960bf7d"
 dependencies = [
  "ref-cast-impl",
 ]
 
 [[package]]
 name = "ref-cast-impl"
-version = "1.0.24"
+version = "1.0.25"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1165225c21bff1f3bbce98f5a1f889949bc902d3575308cc7b0de30b4f6d27c7"
+checksum = "b7186006dcb21920990093f30e3dea63b7d6e977bf1256be20c3563a5db070da"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "regex"
-version = "1.11.2"
+version = "1.12.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "23d7fd106d8c02486a8d64e778353d1cffe08ce79ac2e82f540c86d0facf6912"
+checksum = "843bc0191f75f3e22651ae5f1e72939ab2f72a4bc30fa80a066bd66edefc24d4"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3516,9 +3504,9 @@ dependencies = [
 
 [[package]]
 name = "regex-automata"
-version = "0.4.10"
+version = "0.4.13"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6b9458fa0bfeeac22b5ca447c63aaf45f28439a709ccd244698632f9aa6394d6"
+checksum = "5276caf25ac86c8d810222b3dbb938e512c55c6831a10f3e6ed1c93b84041f1c"
 dependencies = [
  "aho-corasick",
  "memchr",
@@ -3527,15 +3515,15 @@ dependencies = [
 
 [[package]]
 name = "regex-lite"
-version = "0.1.7"
+version = "0.1.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "943f41321c63ef1c92fd763bfe054d2668f7f225a5c29f0105903dc2fc04ba30"
+checksum = "8d942b98df5e658f56f20d592c7f868833fe38115e65c33003d8cd224b0155da"
 
 [[package]]
 name = "regex-syntax"
-version = "0.8.6"
+version = "0.8.8"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "caf4aa5b0f434c91fe5c7f1ecb6a5ece2130b02ad2a590589dda5146df959001"
+checksum = "7a2d987857b319362043e95f5353c0535c1f58eec5336fdfcf626430af7def58"
 
 [[package]]
 name = "rend"
@@ -3573,7 +3561,7 @@ dependencies = [
  "http",
  "log",
  "percent-encoding",
- "quick-xml",
+ "quick-xml 0.37.5",
  "rand 0.8.5",
  "reqwest",
  "rust-ini",
@@ -3586,9 +3574,9 @@ dependencies = [
 
 [[package]]
 name = "reqwest"
-version = "0.12.23"
+version = "0.12.24"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d429f34c8092b2d42c7c93cec323bb4adeb7c67698f70839adec842ec10c7ceb"
+checksum = "9d0946410b9f7b082a427e4ef5c8ff541a88b357bc6c637c40db3a68ac70a36f"
 dependencies = [
  "base64",
  "bytes",
@@ -3690,9 +3678,9 @@ dependencies = [
 
 [[package]]
 name = "rust_decimal"
-version = "1.37.2"
+version = "1.39.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b203a6425500a03e0919c42d3c47caca51e79f1132046626d2c8871c5092035d"
+checksum = "35affe401787a9bd846712274d97654355d21b2a2c092a3139aabe31e9022282"
 dependencies = [
  "arrayvec",
  "borsh",
@@ -3704,12 +3692,6 @@ dependencies = [
  "serde_json",
 ]
 
-[[package]]
-name = "rustc-demangle"
-version = "0.1.26"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f7d92ca342cea22a06f2121d944b4fd82af56988c270852495420f961d4ace"
-
 [[package]]
 name = "rustc-hash"
 version = "2.1.1"
@@ -3727,22 +3709,22 @@ dependencies = [
 
 [[package]]
 name = "rustix"
-version = "1.0.8"
+version = "1.1.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "11181fbabf243db407ef8df94a6ce0b2f9a733bd8be4ad02b4eda9602296cac8"
+checksum = "cd15f8a2c5551a84d56efdc1cd049089e409ac19a3072d5037a17fd70719ff3e"
 dependencies = [
  "bitflags",
  "errno",
  "libc",
  "linux-raw-sys",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "rustls"
-version = "0.23.31"
+version = "0.23.34"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0ebcbd2f03de0fc1122ad9bb24b127a5a6cd51d72604a3f3c50ac459762b6cc"
+checksum = "6a9586e9ee2b4f8fab52a0048ca7334d7024eef48e2cb9407e3497bb7cab7fa7"
 dependencies = [
  "once_cell",
  "ring",
@@ -3754,9 +3736,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-pki-types"
-version = "1.12.0"
+version = "1.13.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "229a4a4c221013e7e1f1a043678c5cc39fe5171437c88fb47151a21e6f5b5c79"
+checksum = "94182ad936a0c91c324cd46c6511b9510ed16af436d7b5bab34beab0afd55f7a"
 dependencies = [
  "web-time",
  "zeroize",
@@ -3764,9 +3746,9 @@ dependencies = [
 
 [[package]]
 name = "rustls-webpki"
-version = "0.103.4"
+version = "0.103.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a17884ae0c1b773f1ccd2bd4a8c72f16da897310a98b0e84bf349ad5ead92fc"
+checksum = "e10b3f4191e8a80e6b43eebabfac91e5dcecebb27a71f04e820c47ec41d314bf"
 dependencies = [
  "ring",
  "rustls-pki-types",
@@ -3818,12 +3800,6 @@ dependencies = [
  "serde_json",
 ]
 
-[[package]]
-name = "scoped-tls"
-version = "1.0.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e1cf6437eb19a8f4a6cc0f7dca544973b0b78843adbfeb3683d1a94a0024a294"
-
 [[package]]
 name = "scopeguard"
 version = "1.2.0"
@@ -3838,9 +3814,9 @@ checksum = "1c107b6f4780854c8b126e228ea8869f4d7b71260f962fefb57b996b8959ba6b"
 
 [[package]]
 name = "semver"
-version = "1.0.26"
+version = "1.0.27"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6fa9c48d24d85fb3de5ad847117517440f6beceb7798af16b4a87d616b8d0"
+checksum = "d767eb0aabc880b29956c35734170f26ed551a859dbd361d140cdbeca61ab1e2"
 
 [[package]]
 name = "seq-macro"
@@ -3850,43 +3826,55 @@ checksum = "1bc711410fbe7399f390ca1c3b60ad0f53f80e95c5eb935e52268a0e2cd49acc"
 
 [[package]]
 name = "serde"
-version = "1.0.219"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f0e2c6ed6606019b4e29e69dbaba95b11854410e5347d525002456dbbb786b6"
+checksum = "9a8e94ea7f378bd32cbbd37198a4a91436180c5bb472411e48b5ec2e2124ae9e"
 dependencies = [
+ "serde_core",
  "serde_derive",
 ]
 
 [[package]]
 name = "serde_bytes"
-version = "0.11.17"
+version = "0.11.19"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8437fd221bde2d4ca316d61b90e337e9e702b3820b87d63caa9ba6c02bd06d96"
+checksum = "a5d440709e79d88e51ac01c4b72fc6cb7314017bb7da9eeff678aa94c10e3ea8"
 dependencies = [
  "serde",
+ "serde_core",
+]
+
+[[package]]
+name = "serde_core"
+version = "1.0.228"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "41d385c7d4ca58e59fc732af25c3983b67ac852c1a25000afe1175de458b67ad"
+dependencies = [
+ "serde_derive",
 ]
 
 [[package]]
 name = "serde_derive"
-version = "1.0.219"
+version = "1.0.228"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b0276cf7f2c73365f7157c8123c21cd9a50fbbd844757af28ca1f5925fc2a00"
+checksum = "d540f220d3187173da220f885ab66608367b6574e925011a9353e4badda91d79"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "serde_json"
-version = "1.0.143"
+version = "1.0.145"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d401abef1d108fbd9cbaebc3e46611f4b1021f714a0597a71f41ee463f5f4a5a"
+checksum = "402a6f66d8c709116cf22f558eab210f5a50187f702eb4d7e5ef38d9a7f1c79c"
 dependencies = [
  "itoa",
  "memchr",
  "ryu",
  "serde",
+ "serde_core",
 ]
 
 [[package]]
@@ -3897,7 +3885,7 @@ checksum = "175ee3e80ae9982737ca543e96133087cbd9a485eecc3bc4de9c1a37b47ea59c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -3914,19 +3902,18 @@ dependencies = [
 
 [[package]]
 name = "serde_with"
-version = "3.14.0"
+version = "3.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f2c45cd61fefa9db6f254525d46e392b852e0e61d9a1fd36e5bd183450a556d5"
+checksum = "aa66c845eee442168b2c8134fec70ac50dc20e760769c8ba0ad1319ca1959b04"
 dependencies = [
  "base64",
  "chrono",
  "hex",
  "indexmap 1.9.3",
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "schemars 0.9.0",
  "schemars 1.0.4",
- "serde",
- "serde_derive",
+ "serde_core",
  "serde_json",
  "serde_with_macros",
  "time",
@@ -3934,14 +3921,14 @@ dependencies = [
 
 [[package]]
 name = "serde_with_macros"
-version = "3.14.0"
+version = "3.15.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "de90945e6565ce0d9a25098082ed4ee4002e047cb59892c318d66821e14bb30f"
+checksum = "b91a903660542fced4e99881aa481bdbaec1634568ee02e0b8bd57c64cb38955"
 dependencies = [
- "darling 0.20.11",
+ "darling 0.21.3",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -3966,21 +3953,18 @@ dependencies = [
  "digest",
 ]
 
-[[package]]
-name = "sharded-slab"
-version = "0.1.7"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f40ca3c46823713e0d4209592e8d6e826aa57e928f09752619fc696c499637f6"
-dependencies = [
- "lazy_static",
-]
-
 [[package]]
 name = "shlex"
 version = "1.3.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "0fda2ff0d084019ba4d7c6f371c95d8fd75ce3524c3cb8fb653a3023f6323e64"
 
+[[package]]
+name = "simd-adler32"
+version = "0.3.7"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "d66dc143e6b11c1eddc06d5c423cfc97062865baf299914ab64caa38182078fe"
+
 [[package]]
 name = "simdutf8"
 version = "0.1.5"
@@ -4013,19 +3997,19 @@ checksum = "1b6b67fb9a61334225b5b790716f609cd58395f895b3fe8b328786812a40bc3b"
 
 [[package]]
 name = "socket2"
-version = "0.6.0"
+version = "0.6.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "233504af464074f9d066d7b5416c5f9b894a5862a6506e306f7b816cdd6f1807"
+checksum = "17129e116933cf371d018bb80ae557e889637989d8638274fb25622827b03881"
 dependencies = [
  "libc",
- "windows-sys 0.59.0",
+ "windows-sys 0.60.2",
 ]
 
 [[package]]
 name = "sqlparser"
-version = "0.55.0"
+version = "0.58.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c4521174166bac1ff04fe16ef4524c70144cd29682a45978978ca3d7f4e0be11"
+checksum = "ec4b661c54b1e4b603b37873a18c59920e4c51ea8ea2cf527d925424dbd4437c"
 dependencies = [
  "log",
  "recursive",
@@ -4040,20 +4024,20 @@ checksum = "da5fc6819faabb412da764b99d3b713bb55083c11e7e0c00144d386cd6a1939c"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "stable_deref_trait"
-version = "1.2.0"
+version = "1.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a8f112729512f8e442d81f95a8a7ddf2b7c6b8a1a6f509a95864142b30cab2d3"
+checksum = "6ce2be8dc25455e1f91df71bfa12ad37d7af1092ae736f3a6cd0e37bc7810596"
 
 [[package]]
 name = "stacker"
-version = "0.1.21"
+version = "0.1.22"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "cddb07e32ddb770749da91081d8d0ac3a16f1a569a18b20348cd371f5dead06b"
+checksum = "e1f8b29fb42aafcea4edeeb6b2f2d7ecd0d969c48b4cf0d2e64aafc471dd6e59"
 dependencies = [
  "cc",
  "cfg-if",
@@ -4062,25 +4046,38 @@ dependencies = [
  "windows-sys 0.59.0",
 ]
 
-[[package]]
-name = "static_assertions"
-version = "1.1.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a2eb9349b6444b326872e140eb1cf5e7c522154d69e7a0ffb0fb81c06b37543f"
-
 [[package]]
 name = "strsim"
 version = "0.11.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "7da8b5736845d9f2fcb837ea5d9e2628564b3b043a70948a3f0b778838c5fb4f"
 
+[[package]]
+name = "strum"
+version = "0.26.3"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "8fec0f0aef304996cf250b31b5a10dee7980c85da9d759361292b8bca5a18f06"
+
 [[package]]
 name = "strum"
 version = "0.27.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "af23d6f6c1a224baef9d3f61e287d2761385a5b88fdab4eb4c6f11aeb54c4bcf"
 dependencies = [
- "strum_macros",
+ "strum_macros 0.27.2",
+]
+
+[[package]]
+name = "strum_macros"
+version = "0.26.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "4c6bee85a5a24955dc440386795aa378cd9cf82acd5f764469152d2270e581be"
+dependencies = [
+ "heck",
+ "proc-macro2",
+ "quote",
+ "rustversion",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4092,7 +4089,7 @@ dependencies = [
  "heck",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4114,9 +4111,9 @@ dependencies = [
 
 [[package]]
 name = "syn"
-version = "2.0.106"
+version = "2.0.108"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ede7c438028d4436d71104916910f5bb611972c5cfd7f89b8300a8186e6fada6"
+checksum = "da58917d35242480a05c2897064da0a80589a2a0476c9a3f2fdc83b53502e917"
 dependencies = [
  "proc-macro2",
  "quote",
@@ -4140,7 +4137,7 @@ checksum = "728a70f3dbaf5bab7f0c4b1ac8d7ae5ea60a4b5549c8a5914361c99147a709d2"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4157,70 +4154,41 @@ checksum = "55937e1799185b12863d447f42597ed69d9928686b8d88a1df17376a097d8369"
 
 [[package]]
 name = "target-lexicon"
-version = "0.13.2"
+version = "0.13.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e502f78cdbb8ba4718f566c418c52bc729126ffd16baee5baa718cf25dd5a69a"
+checksum = "df7f62577c25e07834649fc3b39fafdc597c0a3527dc1c60129201ccfcbaa50c"
 
 [[package]]
 name = "tempfile"
-version = "3.21.0"
+version = "3.23.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "15b61f8f20e3a6f7e0649d825294eaf317edce30f82cf6026e7e4cb9222a7d1e"
+checksum = "2d31c77bdf42a745371d260a26ca7163f1e0924b64afa0b688e61b5a9fa02f16"
 dependencies = [
  "fastrand",
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "once_cell",
  "rustix",
- "windows-sys 0.60.2",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "thiserror"
-version = "1.0.69"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b6aaf5339b578ea85b50e080feb250a3e8ae8cfcdff9a461c9ec2904bc923f52"
+checksum = "f63587ca0f12b72a0600bcba1d40081f830876000bb46dd2337a3051618f4fc8"
 dependencies = [
- "thiserror-impl 1.0.69",
-]
-
-[[package]]
-name = "thiserror"
-version = "2.0.16"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3467d614147380f2e4e374161426ff399c91084acd2363eaf549172b3d5e60c0"
-dependencies = [
- "thiserror-impl 2.0.16",
-]
-
-[[package]]
-name = "thiserror-impl"
-version = "1.0.69"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4fee6c4efc90059e10f81e6d42c60a18f76588c3d74cb83a0b242a2b6c7504c1"
-dependencies = [
- "proc-macro2",
- "quote",
- "syn 2.0.106",
+ "thiserror-impl",
 ]
 
 [[package]]
 name = "thiserror-impl"
-version = "2.0.16"
+version = "2.0.17"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6c5e1be1c48b9172ee610da68fd9cd2770e7a4056cb3fc98710ee6906f0c7960"
+checksum = "3ff15c8ecd7de3849db632e14d18d2571fa09dfc5ed93479bc4485c7a517c913"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
-]
-
-[[package]]
-name = "thread_local"
-version = "1.1.9"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f60246a4944f24f6e018aa17cdeffb7818b76356965d03b07d6a9886e8962185"
-dependencies = [
- "cfg-if",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4247,11 +4215,12 @@ dependencies = [
 
 [[package]]
 name = "time"
-version = "0.3.43"
+version = "0.3.44"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "83bde6f1ec10e72d583d91623c939f623002284ef622b87de38cfd546cbf2031"
+checksum = "91e7d9e3bb61134e77bde20dd4825b97c010155709965fedf0f49bb138e52a9d"
 dependencies = [
  "deranged",
+ "itoa",
  "num-conv",
  "powerfmt",
  "serde",
@@ -4286,9 +4255,9 @@ dependencies = [
 
 [[package]]
 name = "tinystr"
-version = "0.8.1"
+version = "0.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5d4f6d1145dcb577acf783d4e601bc1d76a13337bb54e6233add580b07344c8b"
+checksum = "42d3e9c45c09de15d06dd8acf5f4e0e399e85927b7f00711024eb7ae10fa4869"
 dependencies = [
  "displaydoc",
  "zerovec",
@@ -4311,38 +4280,35 @@ checksum = "1f3ccbac311fea05f86f61904b462b55fb3df8837a366dfc601a0161d0532f20"
 
 [[package]]
 name = "tokio"
-version = "1.47.1"
+version = "1.48.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "89e49afdadebb872d3145a5638b59eb0691ea23e46ca484037cfab3b76b95038"
+checksum = "ff360e02eab121e0bc37a2d3b4d4dc622e6eda3a8e5253d5435ecf5bd4c68408"
 dependencies = [
- "backtrace",
  "bytes",
- "io-uring",
  "libc",
  "mio",
  "pin-project-lite",
- "slab",
  "socket2",
  "tokio-macros",
- "windows-sys 0.59.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
 name = "tokio-macros"
-version = "2.5.0"
+version = "2.6.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "6e06d43f1345a3bcd39f6a56dbb7dcab2ba47e68e8ac134855e7e2bdbaf8cab8"
+checksum = "af407857209536a95c8e56f8231ef2c2e2aff839b22e07a1ffcbc617e9db9fa5"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "tokio-rustls"
-version = "0.26.2"
+version = "0.26.4"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "8e727b36a1a0e8b74c376ac2211e40c2c8af09fb4013c60d910495810f008e9b"
+checksum = "1729aa945f29d91ba541258c8df89027d5792d85a8841fb65e8bf0f4ede4ef61"
 dependencies = [
  "rustls",
  "tokio",
@@ -4363,18 +4329,31 @@ dependencies = [
 
 [[package]]
 name = "toml_datetime"
-version = "0.6.11"
+version = "0.7.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "22cddaf88f4fbc13c51aebbf5f8eceb5c7c5a9da2ac40a13519eb5b0a0e8f11c"
+checksum = "f2cdb639ebbc97961c51720f858597f7f24c4fc295327923af55b74c3c724533"
+dependencies = [
+ "serde_core",
+]
 
 [[package]]
 name = "toml_edit"
-version = "0.22.27"
+version = "0.23.7"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "41fe8c660ae4257887cf66394862d21dbca4a6ddd26f04a3560410406a2f819a"
+checksum = "6485ef6d0d9b5d0ec17244ff7eb05310113c3f316f2d14200d4de56b3cb98f8d"
 dependencies = [
- "indexmap 2.11.0",
+ "indexmap 2.12.0",
  "toml_datetime",
+ "toml_parser",
+ "winnow",
+]
+
+[[package]]
+name = "toml_parser"
+version = "1.0.4"
+source = "registry+https://github.com/rust-lang/crates.io-index"
+checksum = "c0cbe268d35bdb4bb5a56a2de88d0ad0eb70af5384a99d648cd4b3d04039800e"
+dependencies = [
  "winnow",
 ]
 
@@ -4442,7 +4421,7 @@ checksum = "81383ab64e72a7a8b8e13130c49e3dab29def6d0c7d76a03087b3cf71c5c6903"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -4452,36 +4431,6 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "b9d12581f227e93f094d3af2ae690a574abb8a2b9b7a96e7cfe9647b2b617678"
 dependencies = [
  "once_cell",
- "valuable",
-]
-
-[[package]]
-name = "tracing-log"
-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ee855f1f400bd0e5c02d150ae5de3840039a3f54b025156404e34c23c03f47c3"
-dependencies = [
- "log",
- "once_cell",
- "tracing-core",
-]
-
-[[package]]
-name = "tracing-subscriber"
-version = "0.3.20"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2054a14f5307d601f88daf0553e1cbf472acc4f2c51afab632431cdcd72124d5"
-dependencies = [
- "matchers",
- "nu-ansi-term",
- "once_cell",
- "regex-automata",
- "sharded-slab",
- "smallvec",
- "thread_local",
- "tracing",
- "tracing-core",
- "tracing-log",
 ]
 
 [[package]]
@@ -4534,26 +4483,26 @@ checksum = "3c36781cc0e46a83726d9879608e4cf6c2505237e263a8eb8c24502989cfdb28"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
 name = "typenum"
-version = "1.18.0"
+version = "1.19.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "1dccffe3ce07af9386bfd29e80c0ab1a8205a2fc34e4bcd40364df902cfa8f3f"
+checksum = "562d481066bde0658276a35467c4af00bdc6ee726305698a55b86e61d7ad82bb"
 
 [[package]]
 name = "typewit"
-version = "1.14.1"
+version = "1.14.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4c98488b93df24b7c794d6a58c4198d7a2abde676324beaca84f7fb5b39c0811"
+checksum = "f8c1ae7cc0fdb8b842d65d127cb981574b0d2b249b74d1c7a2986863dc134f71"
 
 [[package]]
 name = "unicode-ident"
-version = "1.0.18"
+version = "1.0.20"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5a5f39404a5da50712a4c1eecf25e90dd62b613502b7e925fd4e4d19b5c96512"
+checksum = "462eeb75aeb73aea900253ce739c8e18a67423fadf006037cd3ff27e82748a06"
 
 [[package]]
 name = "unicode-segmentation"
@@ -4563,9 +4512,9 @@ checksum = "f6ccf251212114b54433ec949fd6a7841275f9ada20dddd2f29e9ceea4501493"
 
 [[package]]
 name = "unicode-width"
-version = "0.2.1"
+version = "0.2.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "4a1a07cc7db3810833284e8d372ccdc6da29741639ecc70c9ec107df0fa6154c"
+checksum = "b4ac048d71ede7ee76d585517add45da530660ef4390e49b098733c6e897f254"
 
 [[package]]
 name = "unindent"
@@ -4603,18 +4552,12 @@ version = "1.18.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "2f87b8aa10b915a06587d0dec516c282ff295b475d94abf425d62b57710070a2"
 dependencies = [
- "getrandom 0.3.3",
+ "getrandom 0.3.4",
  "js-sys",
  "serde",
  "wasm-bindgen",
 ]
 
-[[package]]
-name = "valuable"
-version = "0.1.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ba73ea9cf16a25df0c8caa16c51acb937d5712a8429db78a3ee29d5dcacd3a65"
-
 [[package]]
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 version = "0.9.5"
@@ -4647,19 +4590,19 @@ source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "ccf3ec651a847eb01de73ccad15eb7d99f80485de043efb2f370cd654f4ea44b"
 
 [[package]]
-name = "wasi"
-version = "0.14.4+wasi-0.2.4"
+name = "wasip2"
+version = "1.0.1+wasi-0.2.4"
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-checksum = "88a5f4a424faf49c3c2c344f166f0662341d470ea185e939657aaff130f0ec4a"
+checksum = "0562428422c63773dad2c345a1882263bbf4d65cf3f42e90921f787ef5ad58e7"
 dependencies = [
  "wit-bindgen",
 ]
 
 [[package]]
 name = "wasm-bindgen"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e14915cadd45b529bb8d1f343c4ed0ac1de926144b746e2710f9cd05df6603b"
+checksum = "da95793dfc411fbbd93f5be7715b0578ec61fe87cb1a42b12eb625caa5c5ea60"
 dependencies = [
  "cfg-if",
  "once_cell",
@@ -4668,25 +4611,11 @@ dependencies = [
  "wasm-bindgen-shared",
 ]
 
-[[package]]
-name = "wasm-bindgen-backend"
-version = "0.2.101"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e28d1ba982ca7923fd01448d5c30c6864d0a14109560296a162f80f305fb93bb"
-dependencies = [
- "bumpalo",
- "log",
- "proc-macro2",
- "quote",
- "syn 2.0.106",
- "wasm-bindgen-shared",
-]
-
 [[package]]
 name = "wasm-bindgen-futures"
-version = "0.4.51"
+version = "0.4.55"
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-checksum = "0ca85039a9b469b38336411d6d6ced91f3fc87109a2a27b0c197663f5144dffe"
+checksum = "551f88106c6d5e7ccc7cd9a16f312dd3b5d36ea8b4954304657d5dfba115d4a0"
 dependencies = [
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  "js-sys",
@@ -4697,9 +4626,9 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro"
-version = "0.2.101"
+version = "0.2.105"
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-checksum = "7c3d463ae3eff775b0c45df9da45d68837702ac35af998361e2c84e7c5ec1b0d"
+checksum = "04264334509e04a7bf8690f2384ef5265f05143a4bff3889ab7a3269adab59c2"
 dependencies = [
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  "wasm-bindgen-macro-support",
@@ -4707,22 +4636,22 @@ dependencies = [
 
 [[package]]
 name = "wasm-bindgen-macro-support"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7bb4ce89b08211f923caf51d527662b75bdc9c9c7aab40f86dcb9fb85ac552aa"
+checksum = "420bc339d9f322e562942d52e115d57e950d12d88983a14c79b86859ee6c7ebc"
 dependencies = [
+ "bumpalo",
  "proc-macro2",
  "quote",
- "syn 2.0.106",
- "wasm-bindgen-backend",
+ "syn 2.0.108",
  "wasm-bindgen-shared",
 ]
 
 [[package]]
 name = "wasm-bindgen-shared"
-version = "0.2.101"
+version = "0.2.105"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "f143854a3b13752c6950862c906306adb27c7e839f7414cec8fea35beab624c1"
+checksum = "76f218a38c84bcb33c25ec7059b07847d465ce0e0a76b995e134a45adcb6af76"
 dependencies = [
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 ]
@@ -4742,9 +4671,9 @@ dependencies = [
 
 [[package]]
 name = "web-sys"
-version = "0.3.78"
+version = "0.3.82"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "77e4b637749ff0d92b8fad63aa1f7cff3cbe125fd49c175cd6345e7272638b12"
+checksum = "3a1f95c0d03a47f4ae1f7a64643a6bb97465d9b740f0fa8f90ea33915c99a9a1"
 dependencies = [
  "js-sys",
  "wasm-bindgen",
@@ -4762,9 +4691,9 @@ dependencies = [
 
 [[package]]
 name = "webpki-roots"
-version = "1.0.2"
+version = "1.0.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "7e8983c3ab33d6fb807cfcdad2491c4ea8cbc8ed839181c7dfd9c67c83e261b2"
+checksum = "32b130c0d2d49f8b6889abc456e795e82525204f27c42cf767cf0d7734e089b8"
 dependencies = [
  "rustls-pki-types",
 ]
@@ -4791,7 +4720,7 @@ version = "0.1.11"
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 checksum = "c2a7b1c03c876122aa43f3020e6c3c3ee5c05081c9a00739faf7503aeba10d22"
 dependencies = [
- "windows-sys 0.61.0",
+ "windows-sys 0.61.2",
 ]
 
 [[package]]
@@ -4800,112 +4729,63 @@ version = "0.4.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "712e227841d057c1ee1cd2fb22fa7e5a5461ae8e48fa2ca79ec42cfc1931183f"
 
-[[package]]
-name = "windows"
-version = "0.61.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9babd3a767a4c1aef6900409f85f5d53ce2544ccdfaa86dad48c91782c6d6893"
-dependencies = [
- "windows-collections",
- "windows-core",
- "windows-future",
- "windows-link 0.1.3",
- "windows-numerics",
-]
-
-[[package]]
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-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "3beeceb5e5cfd9eb1d76b381630e82c4241ccd0d27f1a39ed41b2760b255c5e8"
-dependencies = [
- "windows-core",
-]
-
 [[package]]
 name = "windows-core"
-version = "0.61.2"
+version = "0.62.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c0fdd3ddb90610c7638aa2b3a3ab2904fb9e5cdbecc643ddb3647212781c4ae3"
+checksum = "b8e83a14d34d0623b51dce9581199302a221863196a1dde71a7663a4c2be9deb"
 dependencies = [
  "windows-implement",
  "windows-interface",
- "windows-link 0.1.3",
+ "windows-link",
  "windows-result",
  "windows-strings",
 ]
 
-[[package]]
-name = "windows-future"
-version = "0.2.1"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "fc6a41e98427b19fe4b73c550f060b59fa592d7d686537eebf9385621bfbad8e"
-dependencies = [
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- "windows-link 0.1.3",
- "windows-threading",
-]
-
 [[package]]
 name = "windows-implement"
-version = "0.60.0"
+version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "a47fddd13af08290e67f4acabf4b459f647552718f683a7b415d290ac744a836"
+checksum = "053e2e040ab57b9dc951b72c264860db7eb3b0200ba345b4e4c3b14f67855ddf"
 dependencies = [
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  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
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-version = "0.59.1"
+version = "0.59.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "bd9211b69f8dcdfa817bfd14bf1c97c9188afa36f4750130fcdf3f400eca9fa8"
+checksum = "3f316c4a2570ba26bbec722032c4099d8c8bc095efccdc15688708623367e358"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
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 [[package]]
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-version = "0.1.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5e6ad25900d524eaabdbbb96d20b4311e1e7ae1699af4fb28c17ae66c80d798a"
-
-[[package]]
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-version = "0.2.0"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "45e46c0661abb7180e7b9c281db115305d49ca1709ab8242adf09666d2173c65"
-
-[[package]]
-name = "windows-numerics"
-version = "0.2.0"
+version = "0.2.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9150af68066c4c5c07ddc0ce30421554771e528bde427614c61038bc2c92c2b1"
-dependencies = [
- "windows-core",
- "windows-link 0.1.3",
-]
+checksum = "f0805222e57f7521d6a62e36fa9163bc891acd422f971defe97d64e70d0a4fe5"
 
 [[package]]
 name = "windows-result"
-version = "0.3.4"
+version = "0.4.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56f42bd332cc6c8eac5af113fc0c1fd6a8fd2aa08a0119358686e5160d0586c6"
+checksum = "7781fa89eaf60850ac3d2da7af8e5242a5ea78d1a11c49bf2910bb5a73853eb5"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
 name = "windows-strings"
-version = "0.4.2"
+version = "0.5.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "56e6c93f3a0c3b36176cb1327a4958a0353d5d166c2a35cb268ace15e91d3b57"
+checksum = "7837d08f69c77cf6b07689544538e017c1bfcf57e34b4c0ff58e6c2cd3b37091"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
 ]
 
 [[package]]
@@ -4932,16 +4812,16 @@ version = "0.60.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
 checksum = "f2f500e4d28234f72040990ec9d39e3a6b950f9f22d3dba18416c35882612bcb"
 dependencies = [
- "windows-targets 0.53.3",
+ "windows-targets 0.53.5",
 ]
 
 [[package]]
 name = "windows-sys"
-version = "0.61.0"
+version = "0.61.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e201184e40b2ede64bc2ea34968b28e33622acdbbf37104f0e4a33f7abe657aa"
+checksum = "ae137229bcbd6cdf0f7b80a31df61766145077ddf49416a728b02cb3921ff3fc"
 dependencies = [
- "windows-link 0.2.0",
+ "windows-link",
 ]
 
 [[package]]
@@ -4962,28 +4842,19 @@ dependencies = [
 
 [[package]]
 name = "windows-targets"
-version = "0.53.3"
-source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "d5fe6031c4041849d7c496a8ded650796e7b6ecc19df1a431c1a363342e5dc91"
-dependencies = [
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- "windows_aarch64_gnullvm 0.53.0",
- "windows_aarch64_msvc 0.53.0",
- "windows_i686_gnu 0.53.0",
- "windows_i686_gnullvm 0.53.0",
- "windows_i686_msvc 0.53.0",
- "windows_x86_64_gnu 0.53.0",
- "windows_x86_64_gnullvm 0.53.0",
- "windows_x86_64_msvc 0.53.0",
-]
-
-[[package]]
-name = "windows-threading"
-version = "0.1.0"
+version = "0.53.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "b66463ad2e0ea3bbf808b7f1d371311c80e115c0b71d60efc142cafbcfb057a6"
+checksum = "4945f9f551b88e0d65f3db0bc25c33b8acea4d9e41163edf90dcd0b19f9069f3"
 dependencies = [
- "windows-link 0.1.3",
+ "windows-link",
+ "windows_aarch64_gnullvm 0.53.1",
+ "windows_aarch64_msvc 0.53.1",
+ "windows_i686_gnu 0.53.1",
+ "windows_i686_gnullvm 0.53.1",
+ "windows_i686_msvc 0.53.1",
+ "windows_x86_64_gnu 0.53.1",
+ "windows_x86_64_gnullvm 0.53.1",
+ "windows_x86_64_msvc 0.53.1",
 ]
 
 [[package]]
@@ -4994,9 +4865,9 @@ checksum = "32a4622180e7a0ec044bb555404c800bc9fd9ec262ec147edd5989ccd0c02cd3"
 
 [[package]]
 name = "windows_aarch64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "86b8d5f90ddd19cb4a147a5fa63ca848db3df085e25fee3cc10b39b6eebae764"
+checksum = "a9d8416fa8b42f5c947f8482c43e7d89e73a173cead56d044f6a56104a6d1b53"
 
 [[package]]
 name = "windows_aarch64_msvc"
@@ -5006,9 +4877,9 @@ checksum = "09ec2a7bb152e2252b53fa7803150007879548bc709c039df7627cabbd05d469"
 
 [[package]]
 name = "windows_aarch64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c7651a1f62a11b8cbd5e0d42526e55f2c99886c77e007179efff86c2b137e66c"
+checksum = "b9d782e804c2f632e395708e99a94275910eb9100b2114651e04744e9b125006"
 
 [[package]]
 name = "windows_i686_gnu"
@@ -5018,9 +4889,9 @@ checksum = "8e9b5ad5ab802e97eb8e295ac6720e509ee4c243f69d781394014ebfe8bbfa0b"
 
 [[package]]
 name = "windows_i686_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "c1dc67659d35f387f5f6c479dc4e28f1d4bb90ddd1a5d3da2e5d97b42d6272c3"
+checksum = "960e6da069d81e09becb0ca57a65220ddff016ff2d6af6a223cf372a506593a3"
 
 [[package]]
 name = "windows_i686_gnullvm"
@@ -5030,9 +4901,9 @@ checksum = "0eee52d38c090b3caa76c563b86c3a4bd71ef1a819287c19d586d7334ae8ed66"
 
 [[package]]
 name = "windows_i686_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "9ce6ccbdedbf6d6354471319e781c0dfef054c81fbc7cf83f338a4296c0cae11"
+checksum = "fa7359d10048f68ab8b09fa71c3daccfb0e9b559aed648a8f95469c27057180c"
 
 [[package]]
 name = "windows_i686_msvc"
@@ -5042,9 +4913,9 @@ checksum = "240948bc05c5e7c6dabba28bf89d89ffce3e303022809e73deaefe4f6ec56c66"
 
 [[package]]
 name = "windows_i686_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "581fee95406bb13382d2f65cd4a908ca7b1e4c2f1917f143ba16efe98a589b5d"
+checksum = "1e7ac75179f18232fe9c285163565a57ef8d3c89254a30685b57d83a38d326c2"
 
 [[package]]
 name = "windows_x86_64_gnu"
@@ -5054,9 +4925,9 @@ checksum = "147a5c80aabfbf0c7d901cb5895d1de30ef2907eb21fbbab29ca94c5b08b1a78"
 
 [[package]]
 name = "windows_x86_64_gnu"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "2e55b5ac9ea33f2fc1716d1742db15574fd6fc8dadc51caab1c16a3d3b4190ba"
+checksum = "9c3842cdd74a865a8066ab39c8a7a473c0778a3f29370b5fd6b4b9aa7df4a499"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
@@ -5066,9 +4937,9 @@ checksum = "24d5b23dc417412679681396f2b49f3de8c1473deb516bd34410872eff51ed0d"
 
 [[package]]
 name = "windows_x86_64_gnullvm"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "0a6e035dd0599267ce1ee132e51c27dd29437f63325753051e71dd9e42406c57"
+checksum = "0ffa179e2d07eee8ad8f57493436566c7cc30ac536a3379fdf008f47f6bb7ae1"
 
 [[package]]
 name = "windows_x86_64_msvc"
@@ -5078,9 +4949,9 @@ checksum = "589f6da84c646204747d1270a2a5661ea66ed1cced2631d546fdfb155959f9ec"
 
 [[package]]
 name = "windows_x86_64_msvc"
-version = "0.53.0"
+version = "0.53.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "271414315aff87387382ec3d271b52d7ae78726f5d44ac98b4f4030c91880486"
+checksum = "d6bbff5f0aada427a1e5a6da5f1f98158182f26556f345ac9e04d36d0ebed650"
 
 [[package]]
 name = "winnow"
@@ -5093,15 +4964,15 @@ dependencies = [
 
 [[package]]
 name = "wit-bindgen"
-version = "0.45.1"
+version = "0.46.0"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5c573471f125075647d03df72e026074b7203790d41351cd6edc96f46bcccd36"
+checksum = "f17a85883d4e6d00e8a97c586de764dabcc06133f7f1d55dce5cdc070ad7fe59"
 
 [[package]]
 name = "writeable"
-version = "0.6.1"
+version = "0.6.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ea2f10b9bb0928dfb1b42b65e1f9e36f7f54dbdf08457afefb38afcdec4fa2bb"
+checksum = "9edde0db4769d2dc68579893f2306b26c6ecfbe0ef499b013d731b7b9247e0b9"
 
 [[package]]
 name = "wyz"
@@ -5123,11 +4994,10 @@ dependencies = [
 
 [[package]]
 name = "yoke"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5f41bb01b8226ef4bfd589436a297c53d118f65921786300e427be8d487695cc"
+checksum = "72d6e5c6afb84d73944e5cedb052c4680d5657337201555f9f2a16b7406d4954"
 dependencies = [
- "serde",
  "stable_deref_trait",
  "yoke-derive",
  "zerofrom",
@@ -5135,13 +5005,13 @@ dependencies = [
 
 [[package]]
 name = "yoke-derive"
-version = "0.8.0"
+version = "0.8.1"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "38da3c9736e16c5d3c8c597a9aaa5d1fa565d0532ae05e27c24aa62fb32c0ab6"
+checksum = "b659052874eb698efe5b9e8cf382204678a0086ebf46982b79d6ca3182927e5d"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
  "synstructure",
 ]
 
@@ -5162,7 +5032,7 @@ checksum = "88d2b8d9c68ad2b9e4340d7832716a4d21a22a1154777ad56ea55c51a9cf3831"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
@@ -5182,21 +5052,21 @@ checksum = "d71e5d6e06ab090c67b5e44993ec16b72dcbaabc526db883a360057678b48502"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
  "synstructure",
 ]
 
 [[package]]
 name = "zeroize"
-version = "1.8.1"
+version = "1.8.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "ced3678a2879b30306d323f4542626697a464a97c0a07c9aebf7ebca65cd4dde"
+checksum = "b97154e67e32c85465826e8bcc1c59429aaaf107c1e4a9e53c8d8ccd5eff88d0"
 
 [[package]]
 name = "zerotrie"
-version = "0.2.2"
+version = "0.2.3"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "36f0bbd478583f79edad978b407914f61b2972f5af6fa089686016be8f9af595"
+checksum = "2a59c17a5562d507e4b54960e8569ebee33bee890c70aa3fe7b97e85a9fd7851"
 dependencies = [
  "displaydoc",
  "yoke",
@@ -5205,9 +5075,9 @@ dependencies = [
 
 [[package]]
 name = "zerovec"
-version = "0.11.4"
+version = "0.11.5"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "e7aa2bd55086f1ab526693ecbe444205da57e25f4489879da80635a46d90e73b"
+checksum = "6c28719294829477f525be0186d13efa9a3c602f7ec202ca9e353d310fb9a002"
 dependencies = [
  "yoke",
  "zerofrom",
@@ -5216,13 +5086,13 @@ dependencies = [
 
 [[package]]
 name = "zerovec-derive"
-version = "0.11.1"
+version = "0.11.2"
 source = "registry+https://github.com/rust-lang/crates.io-index"
-checksum = "5b96237efa0c878c64bd89c436f661be4e46b2f3eff1ebb976f7ef2321d2f58f"
+checksum = "eadce39539ca5cb3985590102671f2567e659fca9666581ad3411d59207951f3"
 dependencies = [
  "proc-macro2",
  "quote",
- "syn 2.0.106",
+ "syn 2.0.108",
 ]
 
 [[package]]
diff --git a/bindings/python/Cargo.toml b/bindings/python/Cargo.toml
index 879a1450b7..b8c1efe694 100644
--- a/bindings/python/Cargo.toml
+++ b/bindings/python/Cargo.toml
@@ -31,9 +31,9 @@ license = "Apache-2.0"
 crate-type = ["cdylib"]
 
 [dependencies]
-arrow = { version = "55.1", features = ["pyarrow", "chrono-tz"] }
+arrow = { version = "56", features = ["pyarrow", "chrono-tz"] }
 iceberg = { path = "../../crates/iceberg" }
-pyo3 = { version = "0.24.1", features = ["extension-module", "abi3-py39"] }
+pyo3 = { version = "0.25", features = ["extension-module", "abi3-py39"] }
 iceberg-datafusion = { path = "../../crates/integrations/datafusion" }
-datafusion-ffi = { version = "48.0.1" }
+datafusion-ffi = { version = "50" }
 tokio = { version = "1.46.1", default-features = false }
diff --git a/bindings/python/Makefile b/bindings/python/Makefile
new file mode 100644
index 0000000000..c36a1091dd
--- /dev/null
+++ b/bindings/python/Makefile
@@ -0,0 +1,26 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+
+install:
+	uv sync --group dev --no-install-project
+
+build:
+	uv run maturin develop
+
+test:
+	uv run --no-sync pytest
diff --git a/bindings/python/README.md b/bindings/python/README.md
index 2dddc71ac1..320a9a401b 100644
--- a/bindings/python/README.md
+++ b/bindings/python/README.md
@@ -23,22 +23,26 @@ This project is used to build an Iceberg-rust powered core for [PyIceberg](https
 
 ## Setup
 
-Install Hatch:
+Install [uv](https://docs.astral.sh/uv/getting-started/installation/):
 
 ```shell
-pip install hatch==1.12.0
+pip install uv==0.9.3
 ```
 
-Hatch uses [uv](https://docs.astral.sh/uv/) as a backend by default, so [make sure that it is installed](https://docs.astral.sh/uv/getting-started/installation/) as well.
+Set up the development environment:
+
+```shell
+make install
+```
 
 ## Build
 
 ```shell
-hatch run dev:develop
+make build
 ```
 
 ## Test
 
 ```shell
-hatch run dev:test
+make test
 ```
diff --git a/bindings/python/pyproject.toml b/bindings/python/pyproject.toml
index 41877e1952..c79c9b520c 100644
--- a/bindings/python/pyproject.toml
+++ b/bindings/python/pyproject.toml
@@ -25,14 +25,13 @@ classifiers = [
   "Intended Audience :: Developers",
   "License :: OSI Approved :: Apache Software License",
   "Operating System :: OS Independent",
-  "Programming Language :: Python :: 3.9",
   "Programming Language :: Python :: 3.10",
   "Programming Language :: Python :: 3.11",
   "Programming Language :: Python :: 3.12",
 ]
 name = "pyiceberg-core"
 readme = "project-description.md"
-requires-python = "~=3.9"
+requires-python = ">=3.10,<3.13"
 dynamic = ["version"]
 license = { file = "LICENSE" }
 
@@ -48,10 +47,11 @@ include = [
 [tool.ruff.lint]
 ignore = ["F403", "F405"]
 
-[tool.hatch.envs.dev]
-dependencies = ["maturin>=1.0,<2.0", "pytest>=8.3.2", "datafusion==45.*", "pyiceberg[sql-sqlite,pyarrow]>=0.10.0", "fastavro>=1.11.1", "pydantic<2.12.0"]
-
-[tool.hatch.envs.dev.scripts]
-build = "maturin build --out dist --sdist"
-develop = "maturin develop"
-test = "pytest"
+[dependency-groups]
+dev = [
+    "maturin>=1.0,<2.0",
+    "pytest>=8.3.2",
+    "datafusion==50.*",
+    "pyiceberg[sql-sqlite,pyarrow] @ git+https://github.com/apache/iceberg-python.git@d3eb149fe99b14e714a06e727b69cd617c6c052d",
+    "fastavro>=1.11.1",
+]
diff --git a/bindings/python/uv.lock b/bindings/python/uv.lock
new file mode 100644
index 0000000000..614478d338
--- /dev/null
+++ b/bindings/python/uv.lock
@@ -0,0 +1,767 @@
+version = 1
+revision = 3
+requires-python = ">=3.10, <3.13"
+
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+version = "0.7.0"
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+sdist = { url = "https://files.pythonhosted.org/packages/15/22/9ee70a2574a4f4599c47dd506532914ce044817c7752a79b6a51286319bc/urllib3-2.5.0.tar.gz", hash = "sha256:3fc47733c7e419d4bc3f6b3dc2b4f890bb743906a30d56ba4a5bfa4bbff92760", size = 393185, upload-time = "2025-06-18T14:07:41.644Z" }
+wheels = [
+    { url = "https://files.pythonhosted.org/packages/a7/c2/fe1e52489ae3122415c51f387e221dd0773709bad6c6cdaa599e8a2c5185/urllib3-2.5.0-py3-none-any.whl", hash = "sha256:e6b01673c0fa6a13e374b50871808eb3bf7046c4b125b216f6bf1cc604cff0dc", size = 129795, upload-time = "2025-06-18T14:07:40.39Z" },
+]
diff --git a/crates/catalog/loader/Cargo.toml b/crates/catalog/loader/Cargo.toml
index 014f84a3a1..d4b925fb94 100644
--- a/crates/catalog/loader/Cargo.toml
+++ b/crates/catalog/loader/Cargo.toml
@@ -34,5 +34,10 @@ iceberg-catalog-rest = { workspace = true }
 iceberg-catalog-glue = { workspace = true }
 iceberg-catalog-s3tables = { workspace = true }
 iceberg-catalog-hms = { workspace = true }
+iceberg-catalog-sql = { workspace = true }
 tokio = { workspace = true }
 async-trait = { workspace = true }
+
+[dev-dependencies]
+sqlx = { workspace = true, features = ["runtime-tokio", "sqlite", "migrate"] }
+tempfile = { workspace = true }
diff --git a/crates/catalog/loader/src/lib.rs b/crates/catalog/loader/src/lib.rs
index 9c18ab4e5f..e118ef86a9 100644
--- a/crates/catalog/loader/src/lib.rs
+++ b/crates/catalog/loader/src/lib.rs
@@ -24,6 +24,7 @@ use iceberg_catalog_glue::GlueCatalogBuilder;
 use iceberg_catalog_hms::HmsCatalogBuilder;
 use iceberg_catalog_rest::RestCatalogBuilder;
 use iceberg_catalog_s3tables::S3TablesCatalogBuilder;
+use iceberg_catalog_sql::SqlCatalogBuilder;
 
 /// A CatalogBuilderFactory creating a new catalog builder.
 type CatalogBuilderFactory = fn() -> Box<dyn BoxedCatalogBuilder>;
@@ -34,6 +35,7 @@ static CATALOG_REGISTRY: &[(&str, CatalogBuilderFactory)] = &[
     ("glue", || Box::new(GlueCatalogBuilder::default())),
     ("s3tables", || Box::new(S3TablesCatalogBuilder::default())),
     ("hms", || Box::new(HmsCatalogBuilder::default())),
+    ("sql", || Box::new(SqlCatalogBuilder::default())),
 ];
 
 /// Return the list of supported catalog types.
@@ -108,6 +110,9 @@ impl CatalogLoader<'_> {
 mod tests {
     use std::collections::HashMap;
 
+    use sqlx::migrate::MigrateDatabase;
+    use tempfile::TempDir;
+
     use crate::{CatalogLoader, load};
 
     #[tokio::test]
@@ -220,6 +225,35 @@ mod tests {
         assert!(catalog.is_ok());
     }
 
+    fn temp_path() -> String {
+        let temp_dir = TempDir::new().unwrap();
+        temp_dir.path().to_str().unwrap().to_string()
+    }
+
+    #[tokio::test]
+    async fn test_catalog_loader_pattern_sql_catalog() {
+        use iceberg_catalog_sql::{SQL_CATALOG_PROP_URI, SQL_CATALOG_PROP_WAREHOUSE};
+
+        let uri = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&uri).await.unwrap();
+
+        let catalog_loader = load("sql").unwrap();
+        let catalog = catalog_loader
+            .load(
+                "sql".to_string(),
+                HashMap::from([
+                    (SQL_CATALOG_PROP_URI.to_string(), uri),
+                    (
+                        SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+                        "s3://warehouse".to_string(),
+                    ),
+                ]),
+            )
+            .await;
+
+        assert!(catalog.is_ok());
+    }
+
     #[tokio::test]
     async fn test_error_message_includes_supported_types() {
         let err = match load("does-not-exist") {
diff --git a/crates/catalog/s3tables/Cargo.toml b/crates/catalog/s3tables/Cargo.toml
index c5df489693..66fb70fefc 100644
--- a/crates/catalog/s3tables/Cargo.toml
+++ b/crates/catalog/s3tables/Cargo.toml
@@ -29,6 +29,7 @@ license = { workspace = true }
 repository = { workspace = true }
 
 [dependencies]
+anyhow = { workspace = true }
 async-trait = { workspace = true }
 aws-config = { workspace = true }
 aws-sdk-s3tables = { workspace = true }
diff --git a/crates/catalog/s3tables/src/catalog.rs b/crates/catalog/s3tables/src/catalog.rs
index 858bb92896..daa6590551 100644
--- a/crates/catalog/s3tables/src/catalog.rs
+++ b/crates/catalog/s3tables/src/catalog.rs
@@ -23,6 +23,7 @@ use aws_sdk_s3tables::operation::create_table::CreateTableOutput;
 use aws_sdk_s3tables::operation::get_namespace::GetNamespaceOutput;
 use aws_sdk_s3tables::operation::get_table::GetTableOutput;
 use aws_sdk_s3tables::operation::list_tables::ListTablesOutput;
+use aws_sdk_s3tables::operation::update_table_metadata_location::UpdateTableMetadataLocationError;
 use aws_sdk_s3tables::types::OpenTableFormat;
 use iceberg::io::{FileIO, FileIOBuilder};
 use iceberg::spec::{TableMetadata, TableMetadataBuilder};
@@ -189,6 +190,39 @@ impl S3TablesCatalog {
             file_io,
         })
     }
+
+    async fn load_table_with_version_token(
+        &self,
+        table_ident: &TableIdent,
+    ) -> Result<(Table, String)> {
+        let req = self
+            .s3tables_client
+            .get_table()
+            .table_bucket_arn(self.config.table_bucket_arn.clone())
+            .namespace(table_ident.namespace().to_url_string())
+            .name(table_ident.name());
+        let resp: GetTableOutput = req.send().await.map_err(from_aws_sdk_error)?;
+
+        // when a table is created, it's possible that the metadata location is not set.
+        let metadata_location = resp.metadata_location().ok_or_else(|| {
+            Error::new(
+                ErrorKind::Unexpected,
+                format!(
+                    "Table {} does not have metadata location",
+                    table_ident.name()
+                ),
+            )
+        })?;
+        let metadata = TableMetadata::read_from(&self.file_io, metadata_location).await?;
+
+        let table = Table::builder()
+            .identifier(table_ident.clone())
+            .metadata(metadata)
+            .metadata_location(metadata_location)
+            .file_io(self.file_io.clone())
+            .build()?;
+        Ok((table, resp.version_token))
+    }
 }
 
 #[async_trait]
@@ -477,33 +511,7 @@ impl Catalog for S3TablesCatalog {
     /// - Errors from the underlying database query process, converted using
     /// `from_aws_sdk_error`.
     async fn load_table(&self, table_ident: &TableIdent) -> Result<Table> {
-        let req = self
-            .s3tables_client
-            .get_table()
-            .table_bucket_arn(self.config.table_bucket_arn.clone())
-            .namespace(table_ident.namespace().to_url_string())
-            .name(table_ident.name());
-        let resp: GetTableOutput = req.send().await.map_err(from_aws_sdk_error)?;
-
-        // when a table is created, it's possible that the metadata location is not set.
-        let metadata_location = resp.metadata_location().ok_or_else(|| {
-            Error::new(
-                ErrorKind::Unexpected,
-                format!(
-                    "Table {} does not have metadata location",
-                    table_ident.name()
-                ),
-            )
-        })?;
-        let metadata = TableMetadata::read_from(&self.file_io, metadata_location).await?;
-
-        let table = Table::builder()
-            .identifier(table_ident.clone())
-            .metadata(metadata)
-            .metadata_location(metadata_location)
-            .file_io(self.file_io.clone())
-            .build()?;
-        Ok(table)
+        Ok(self.load_table_with_version_token(table_ident).await?.0)
     }
 
     /// Drops an existing table from the s3tables catalog.
@@ -589,13 +597,50 @@ impl Catalog for S3TablesCatalog {
     }
 
     /// Updates an existing table within the s3tables catalog.
-    ///
-    /// This function is still in development and will always return an error.
-    async fn update_table(&self, _commit: TableCommit) -> Result<Table> {
-        Err(Error::new(
-            ErrorKind::FeatureUnsupported,
-            "Updating a table is not supported yet",
-        ))
+    async fn update_table(&self, commit: TableCommit) -> Result<Table> {
+        let table_ident = commit.identifier().clone();
+        let table_namespace = table_ident.namespace();
+        let (current_table, version_token) =
+            self.load_table_with_version_token(&table_ident).await?;
+
+        let staged_table = commit.apply(current_table)?;
+        let staged_metadata_location = staged_table.metadata_location_result()?;
+
+        staged_table
+            .metadata()
+            .write_to(staged_table.file_io(), staged_metadata_location)
+            .await?;
+
+        let builder = self
+            .s3tables_client
+            .update_table_metadata_location()
+            .table_bucket_arn(&self.config.table_bucket_arn)
+            .namespace(table_namespace.to_url_string())
+            .name(table_ident.name())
+            .version_token(version_token)
+            .metadata_location(staged_metadata_location);
+
+        let _ = builder.send().await.map_err(|e| {
+            let error = e.into_service_error();
+            match error {
+                UpdateTableMetadataLocationError::ConflictException(_) => Error::new(
+                    ErrorKind::CatalogCommitConflicts,
+                    format!("Commit conflicted for table: {table_ident}"),
+                )
+                .with_retryable(true),
+                UpdateTableMetadataLocationError::NotFoundException(_) => Error::new(
+                    ErrorKind::TableNotFound,
+                    format!("Table {table_ident} is not found"),
+                ),
+                _ => Error::new(
+                    ErrorKind::Unexpected,
+                    "Operation failed for hitting aws sdk error",
+                ),
+            }
+            .with_source(anyhow::Error::msg(format!("aws sdk error: {:?}", error)))
+        })?;
+
+        Ok(staged_table)
     }
 }
 
@@ -611,6 +656,7 @@ where T: std::fmt::Debug {
 #[cfg(test)]
 mod tests {
     use iceberg::spec::{NestedField, PrimitiveType, Schema, Type};
+    use iceberg::transaction::{ApplyTransactionAction, Transaction};
 
     use super::*;
 
@@ -737,6 +783,91 @@ mod tests {
         catalog.drop_namespace(&namespace).await.unwrap();
     }
 
+    #[tokio::test]
+    async fn test_s3tables_update_table() {
+        let catalog = match load_s3tables_catalog_from_env().await {
+            Ok(Some(catalog)) => catalog,
+            Ok(None) => return,
+            Err(e) => panic!("Error loading catalog: {}", e),
+        };
+
+        // Create a test namespace and table
+        let namespace = NamespaceIdent::new("test_s3tables_update_table".to_string());
+        let table_ident =
+            TableIdent::new(namespace.clone(), "test_s3tables_update_table".to_string());
+
+        // Clean up any existing resources from previous test runs
+        catalog.drop_table(&table_ident).await.ok();
+        catalog.drop_namespace(&namespace).await.ok();
+
+        // Create namespace and table
+        catalog
+            .create_namespace(&namespace, HashMap::new())
+            .await
+            .unwrap();
+
+        let creation = {
+            let schema = Schema::builder()
+                .with_schema_id(0)
+                .with_fields(vec![
+                    NestedField::required(1, "foo", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "bar", Type::Primitive(PrimitiveType::String)).into(),
+                ])
+                .build()
+                .unwrap();
+            TableCreation::builder()
+                .name(table_ident.name().to_string())
+                .properties(HashMap::new())
+                .schema(schema)
+                .build()
+        };
+
+        let table = catalog.create_table(&namespace, creation).await.unwrap();
+
+        // Create a transaction to update the table
+        let tx = Transaction::new(&table);
+
+        // Store the original metadata location for comparison
+        let original_metadata_location = table.metadata_location();
+
+        // Update table properties using the transaction
+        let tx = tx
+            .update_table_properties()
+            .set("test_property".to_string(), "test_value".to_string())
+            .apply(tx)
+            .unwrap();
+
+        // Commit the transaction to the catalog
+        let updated_table = tx.commit(&catalog).await.unwrap();
+
+        // Verify the update was successful
+        assert_eq!(
+            updated_table.metadata().properties().get("test_property"),
+            Some(&"test_value".to_string())
+        );
+
+        // Verify the metadata location has been updated
+        assert_ne!(
+            updated_table.metadata_location(),
+            original_metadata_location,
+            "Metadata location should be updated after commit"
+        );
+
+        // Load the table again from the catalog to verify changes were persisted
+        let reloaded_table = catalog.load_table(&table_ident).await.unwrap();
+
+        // Verify the reloaded table matches the updated table
+        assert_eq!(
+            reloaded_table.metadata().properties().get("test_property"),
+            Some(&"test_value".to_string())
+        );
+        assert_eq!(
+            reloaded_table.metadata_location(),
+            updated_table.metadata_location(),
+            "Reloaded table should have the same metadata location as the updated table"
+        );
+    }
+
     #[tokio::test]
     async fn test_builder_load_missing_bucket_arn() {
         let builder = S3TablesCatalogBuilder::default();
diff --git a/crates/catalog/sql/Cargo.toml b/crates/catalog/sql/Cargo.toml
index 33ca700bf7..eff605f466 100644
--- a/crates/catalog/sql/Cargo.toml
+++ b/crates/catalog/sql/Cargo.toml
@@ -32,12 +32,11 @@ repository = { workspace = true }
 async-trait = { workspace = true }
 iceberg = { workspace = true }
 sqlx = { version = "0.8.1", features = ["any"], default-features = false }
-typed-builder = { workspace = true }
+strum = { workspace = true }
 
 [dev-dependencies]
-iceberg_test_utils = { path = "../../test_utils", features = ["tests"] }
 itertools = { workspace = true }
-regex = "1.10.5"
+regex = { workspace = true }
 sqlx = { version = "0.8.1", features = [
   "tls-rustls",
   "runtime-tokio",
diff --git a/crates/catalog/sql/src/catalog.rs b/crates/catalog/sql/src/catalog.rs
index c1040c65a0..b6dc4f835b 100644
--- a/crates/catalog/sql/src/catalog.rs
+++ b/crates/catalog/sql/src/catalog.rs
@@ -16,6 +16,7 @@
 // under the License.
 
 use std::collections::{HashMap, HashSet};
+use std::str::FromStr;
 use std::time::Duration;
 
 use async_trait::async_trait;
@@ -23,17 +24,23 @@ use iceberg::io::FileIO;
 use iceberg::spec::{TableMetadata, TableMetadataBuilder};
 use iceberg::table::Table;
 use iceberg::{
-    Catalog, Error, ErrorKind, MetadataLocation, Namespace, NamespaceIdent, Result, TableCommit,
-    TableCreation, TableIdent,
+    Catalog, CatalogBuilder, Error, ErrorKind, MetadataLocation, Namespace, NamespaceIdent, Result,
+    TableCommit, TableCreation, TableIdent,
 };
 use sqlx::any::{AnyPoolOptions, AnyQueryResult, AnyRow, install_default_drivers};
 use sqlx::{Any, AnyPool, Row, Transaction};
-use typed_builder::TypedBuilder;
 
 use crate::error::{
     from_sqlx_error, no_such_namespace_err, no_such_table_err, table_already_exists_err,
 };
 
+/// catalog URI
+pub const SQL_CATALOG_PROP_URI: &str = "uri";
+/// catalog warehouse location
+pub const SQL_CATALOG_PROP_WAREHOUSE: &str = "warehouse";
+/// catalog sql bind style
+pub const SQL_CATALOG_PROP_BIND_STYLE: &str = "sql_bind_style";
+
 static CATALOG_TABLE_NAME: &str = "iceberg_tables";
 static CATALOG_FIELD_CATALOG_NAME: &str = "catalog_name";
 static CATALOG_FIELD_TABLE_NAME: &str = "table_name";
@@ -54,6 +61,126 @@ static MAX_CONNECTIONS: u32 = 10; // Default the SQL pool to 10 connections if n
 static IDLE_TIMEOUT: u64 = 10; // Default the maximum idle timeout per connection to 10s before it is closed
 static TEST_BEFORE_ACQUIRE: bool = true; // Default the health-check of each connection to enabled prior to returning
 
+/// Builder for [`SqlCatalog`]
+#[derive(Debug)]
+pub struct SqlCatalogBuilder(SqlCatalogConfig);
+
+impl Default for SqlCatalogBuilder {
+    fn default() -> Self {
+        Self(SqlCatalogConfig {
+            uri: "".to_string(),
+            name: "".to_string(),
+            warehouse_location: "".to_string(),
+            sql_bind_style: SqlBindStyle::DollarNumeric,
+            props: HashMap::new(),
+        })
+    }
+}
+
+impl SqlCatalogBuilder {
+    /// Configure the database URI
+    ///
+    /// If `SQL_CATALOG_PROP_URI` has a value set in `props` during `SqlCatalogBuilder::load`,
+    /// that value takes precedence, and the value specified by this method will not be used.
+    pub fn uri(mut self, uri: impl Into<String>) -> Self {
+        self.0.uri = uri.into();
+        self
+    }
+
+    /// Configure the warehouse location
+    ///
+    /// If `SQL_CATALOG_PROP_WAREHOUSE` has a value set in `props` during `SqlCatalogBuilder::load`,
+    /// that value takes precedence, and the value specified by this method will not be used.
+    pub fn warehouse_location(mut self, location: impl Into<String>) -> Self {
+        self.0.warehouse_location = location.into();
+        self
+    }
+
+    /// Configure the bound SQL Statement
+    ///
+    /// If `SQL_CATALOG_PROP_BIND_STYLE` has a value set in `props` during `SqlCatalogBuilder::load`,
+    /// that value takes precedence, and the value specified by this method will not be used.
+    pub fn sql_bind_style(mut self, sql_bind_style: SqlBindStyle) -> Self {
+        self.0.sql_bind_style = sql_bind_style;
+        self
+    }
+
+    /// Configure the any properties
+    ///
+    /// If the same key has values set in `props` during `SqlCatalogBuilder::load`,
+    /// those values will take precedence.
+    pub fn props(mut self, props: HashMap<String, String>) -> Self {
+        for (k, v) in props {
+            self.0.props.insert(k, v);
+        }
+        self
+    }
+
+    /// Set a new property on the property to be configured.
+    /// When multiple methods are executed with the same key,
+    /// the later-set value takes precedence.
+    ///
+    /// If the same key has values set in `props` during `SqlCatalogBuilder::load`,
+    /// those values will take precedence.
+    pub fn prop(mut self, key: impl Into<String>, value: impl Into<String>) -> Self {
+        self.0.props.insert(key.into(), value.into());
+        self
+    }
+}
+
+impl CatalogBuilder for SqlCatalogBuilder {
+    type C = SqlCatalog;
+
+    fn load(
+        mut self,
+        name: impl Into<String>,
+        props: HashMap<String, String>,
+    ) -> impl Future<Output = Result<Self::C>> + Send {
+        let name = name.into();
+
+        for (k, v) in props {
+            self.0.props.insert(k, v);
+        }
+
+        if let Some(uri) = self.0.props.remove(SQL_CATALOG_PROP_URI) {
+            self.0.uri = uri;
+        }
+        if let Some(warehouse_location) = self.0.props.remove(SQL_CATALOG_PROP_WAREHOUSE) {
+            self.0.warehouse_location = warehouse_location;
+        }
+
+        let mut valid_sql_bind_style = true;
+        if let Some(sql_bind_style) = self.0.props.remove(SQL_CATALOG_PROP_BIND_STYLE) {
+            if let Ok(sql_bind_style) = SqlBindStyle::from_str(&sql_bind_style) {
+                self.0.sql_bind_style = sql_bind_style;
+            } else {
+                valid_sql_bind_style = false;
+            }
+        }
+
+        async move {
+            if name.trim().is_empty() {
+                Err(Error::new(
+                    ErrorKind::DataInvalid,
+                    "Catalog name cannot be empty",
+                ))
+            } else if !valid_sql_bind_style {
+                Err(Error::new(
+                    ErrorKind::DataInvalid,
+                    format!(
+                        "`{}` values are valid only if they're `{}` or `{}`",
+                        SQL_CATALOG_PROP_BIND_STYLE,
+                        SqlBindStyle::DollarNumeric,
+                        SqlBindStyle::QMark
+                    ),
+                ))
+            } else {
+                SqlCatalog::new(self.0).await
+            }
+        }
+    }
+}
+
 /// A struct representing the SQL catalog configuration.
 ///
 /// This struct contains various parameters that are used to configure a SQL catalog,
@@ -62,14 +189,12 @@ static TEST_BEFORE_ACQUIRE: bool = true; // Default the health-check of each con
 /// The options available for this parameter include:
 /// - `SqlBindStyle::DollarNumeric`: Binds SQL statements using `$1`, `$2`, etc., as placeholders. This is for PostgreSQL databases.
 /// - `SqlBindStyle::QuestionMark`: Binds SQL statements using `?` as a placeholder. This is for MySQL and SQLite databases.
-#[derive(Debug, TypedBuilder)]
-pub struct SqlCatalogConfig {
+#[derive(Debug)]
+struct SqlCatalogConfig {
     uri: String,
     name: String,
     warehouse_location: String,
-    file_io: FileIO,
     sql_bind_style: SqlBindStyle,
-    #[builder(default)]
     props: HashMap<String, String>,
 }
 
@@ -83,7 +208,7 @@ pub struct SqlCatalog {
     sql_bind_style: SqlBindStyle,
 }
 
-#[derive(Debug, PartialEq)]
+#[derive(Debug, PartialEq, strum::EnumString, strum::Display)]
 /// Set the SQL parameter bind style to either $1..$N (Postgres style) or ? (SQLite/MySQL/MariaDB)
 pub enum SqlBindStyle {
     /// DollarNumeric uses parameters of the form `$1..$N``, which is the Postgres style
@@ -94,7 +219,8 @@ pub enum SqlBindStyle {
 
 impl SqlCatalog {
     /// Create new sql catalog instance
-    pub async fn new(config: SqlCatalogConfig) -> Result<Self> {
+    async fn new(config: SqlCatalogConfig) -> Result<Self> {
+        let fileio = FileIO::from_path(&config.warehouse_location)?.build()?;
         install_default_drivers();
         let max_connections: u32 = config
             .props
@@ -150,7 +276,7 @@ impl SqlCatalog {
             name: config.name.to_owned(),
             connection: pool,
             warehouse_location: config.warehouse_location,
-            fileio: config.file_io,
+            fileio,
             sql_bind_style: config.sql_bind_style,
         })
     }
@@ -804,17 +930,19 @@ mod tests {
     use std::collections::{HashMap, HashSet};
     use std::hash::Hash;
 
-    use iceberg::io::FileIOBuilder;
     use iceberg::spec::{NestedField, PartitionSpec, PrimitiveType, Schema, SortOrder, Type};
     use iceberg::table::Table;
-    use iceberg::{Catalog, Namespace, NamespaceIdent, TableCreation, TableIdent};
+    use iceberg::{Catalog, CatalogBuilder, Namespace, NamespaceIdent, TableCreation, TableIdent};
     use itertools::Itertools;
     use regex::Regex;
     use sqlx::migrate::MigrateDatabase;
     use tempfile::TempDir;
 
-    use crate::catalog::NAMESPACE_LOCATION_PROPERTY_KEY;
-    use crate::{SqlBindStyle, SqlCatalog, SqlCatalogConfig};
+    use crate::catalog::{
+        NAMESPACE_LOCATION_PROPERTY_KEY, SQL_CATALOG_PROP_BIND_STYLE, SQL_CATALOG_PROP_URI,
+        SQL_CATALOG_PROP_WAREHOUSE,
+    };
+    use crate::{SqlBindStyle, SqlCatalogBuilder};
 
     const UUID_REGEX_STR: &str = "[0-9a-f]{8}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{4}-[0-9a-f]{12}";
 
@@ -835,15 +963,18 @@ mod tests {
         let sql_lite_uri = format!("sqlite:{}", temp_path());
         sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
 
-        let config = SqlCatalogConfig::builder()
-            .uri(sql_lite_uri.to_string())
-            .name("iceberg".to_string())
-            .warehouse_location(warehouse_location)
-            .file_io(FileIOBuilder::new_fs_io().build().unwrap())
-            .sql_bind_style(SqlBindStyle::QMark)
-            .build();
-
-        SqlCatalog::new(config).await.unwrap()
+        let props = HashMap::from_iter([
+            (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri.to_string()),
+            (SQL_CATALOG_PROP_WAREHOUSE.to_string(), warehouse_location),
+            (
+                SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                SqlBindStyle::DollarNumeric.to_string(),
+            ),
+        ]);
+        SqlCatalogBuilder::default()
+            .load("iceberg", props)
+            .await
+            .unwrap()
     }
 
     async fn create_namespace<C: Catalog>(catalog: &C, namespace_ident: &NamespaceIdent) {
@@ -942,6 +1073,203 @@ mod tests {
         new_sql_catalog(warehouse_loc.clone()).await;
     }
 
+    #[tokio::test]
+    async fn test_builder_method() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+
+        let catalog = SqlCatalogBuilder::default()
+            .uri(sql_lite_uri.to_string())
+            .warehouse_location(warehouse_location.clone())
+            .sql_bind_style(SqlBindStyle::QMark)
+            .load("iceberg", HashMap::default())
+            .await;
+        assert!(catalog.is_ok());
+
+        let catalog = catalog.unwrap();
+        assert!(catalog.warehouse_location == warehouse_location);
+        assert!(catalog.sql_bind_style == SqlBindStyle::QMark);
+    }
+
+    /// Overwriting an sqlite database with a non-existent path causes
+    /// catalog generation to fail
+    #[tokio::test]
+    async fn test_builder_props_non_existent_path_fails() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        let sql_lite_uri2 = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+
+        let catalog = SqlCatalogBuilder::default()
+            .uri(sql_lite_uri)
+            .warehouse_location(warehouse_location)
+            .load(
+                "iceberg",
+                HashMap::from_iter([(SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri2)]),
+            )
+            .await;
+        assert!(catalog.is_err());
+    }
+
+    /// Even when an invalid URI is specified in a builder method,
+    /// it can be successfully overridden with a valid URI in props
+    /// for catalog generation to succeed.
+    #[tokio::test]
+    async fn test_builder_props_set_valid_uri() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        let sql_lite_uri2 = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+
+        let catalog = SqlCatalogBuilder::default()
+            .uri(sql_lite_uri2)
+            .warehouse_location(warehouse_location)
+            .load(
+                "iceberg",
+                HashMap::from_iter([(SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri.clone())]),
+            )
+            .await;
+        assert!(catalog.is_ok());
+    }
+
+    /// values assigned via props take precedence
+    #[tokio::test]
+    async fn test_builder_props_take_precedence() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+        let warehouse_location2 = temp_path();
+
+        let catalog = SqlCatalogBuilder::default()
+            .warehouse_location(warehouse_location2)
+            .sql_bind_style(SqlBindStyle::DollarNumeric)
+            .load(
+                "iceberg",
+                HashMap::from_iter([
+                    (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri),
+                    (
+                        SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+                        warehouse_location.clone(),
+                    ),
+                    (
+                        SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                        SqlBindStyle::QMark.to_string(),
+                    ),
+                ]),
+            )
+            .await;
+
+        assert!(catalog.is_ok());
+
+        let catalog = catalog.unwrap();
+        assert!(catalog.warehouse_location == warehouse_location);
+        assert!(catalog.sql_bind_style == SqlBindStyle::QMark);
+    }
+
+    /// values assigned via props take precedence
+    #[tokio::test]
+    async fn test_builder_props_take_precedence_props() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        let sql_lite_uri2 = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+        let warehouse_location2 = temp_path();
+
+        let props = HashMap::from_iter([
+            (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri.clone()),
+            (
+                SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+                warehouse_location.clone(),
+            ),
+            (
+                SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                SqlBindStyle::QMark.to_string(),
+            ),
+        ]);
+        let props2 = HashMap::from_iter([
+            (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri2.clone()),
+            (
+                SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+                warehouse_location2.clone(),
+            ),
+            (
+                SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                SqlBindStyle::DollarNumeric.to_string(),
+            ),
+        ]);
+
+        let catalog = SqlCatalogBuilder::default()
+            .props(props2)
+            .load("iceberg", props)
+            .await;
+
+        assert!(catalog.is_ok());
+
+        let catalog = catalog.unwrap();
+        assert!(catalog.warehouse_location == warehouse_location);
+        assert!(catalog.sql_bind_style == SqlBindStyle::QMark);
+    }
+
+    /// values assigned via props take precedence
+    #[tokio::test]
+    async fn test_builder_props_take_precedence_prop() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        let sql_lite_uri2 = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+        let warehouse_location2 = temp_path();
+
+        let props = HashMap::from_iter([
+            (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri.clone()),
+            (
+                SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+                warehouse_location.clone(),
+            ),
+            (
+                SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                SqlBindStyle::QMark.to_string(),
+            ),
+        ]);
+
+        let catalog = SqlCatalogBuilder::default()
+            .prop(SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri2)
+            .prop(SQL_CATALOG_PROP_WAREHOUSE.to_string(), warehouse_location2)
+            .prop(
+                SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+                SqlBindStyle::DollarNumeric.to_string(),
+            )
+            .load("iceberg", props)
+            .await;
+
+        assert!(catalog.is_ok());
+
+        let catalog = catalog.unwrap();
+        assert!(catalog.warehouse_location == warehouse_location);
+        assert!(catalog.sql_bind_style == SqlBindStyle::QMark);
+    }
+
+    /// invalid value for `SqlBindStyle` causes catalog creation to fail
+    #[tokio::test]
+    async fn test_builder_props_invalid_bind_style_fails() {
+        let sql_lite_uri = format!("sqlite:{}", temp_path());
+        sqlx::Sqlite::create_database(&sql_lite_uri).await.unwrap();
+        let warehouse_location = temp_path();
+
+        let catalog = SqlCatalogBuilder::default()
+            .load(
+                "iceberg",
+                HashMap::from_iter([
+                    (SQL_CATALOG_PROP_URI.to_string(), sql_lite_uri),
+                    (SQL_CATALOG_PROP_WAREHOUSE.to_string(), warehouse_location),
+                    (SQL_CATALOG_PROP_BIND_STYLE.to_string(), "AAA".to_string()),
+                ]),
+            )
+            .await;
+
+        assert!(catalog.is_err());
+    }
+
     #[tokio::test]
     async fn test_list_namespaces_returns_empty_vector() {
         let warehouse_loc = temp_path();
diff --git a/crates/catalog/sql/src/lib.rs b/crates/catalog/sql/src/lib.rs
index 6861dab3f8..b76006ed3b 100644
--- a/crates/catalog/sql/src/lib.rs
+++ b/crates/catalog/sql/src/lib.rs
@@ -16,6 +16,43 @@
 // under the License.
 
 //! Iceberg sql catalog implementation.
+//!
+//! To build a sql catalog with configurations
+//! # Example
+//!
+//! ```rust, no_run
+//! use std::collections::HashMap;
+//!
+//! use iceberg::CatalogBuilder;
+//! use iceberg_catalog_sql::{
+//!     SQL_CATALOG_PROP_BIND_STYLE, SQL_CATALOG_PROP_URI, SQL_CATALOG_PROP_WAREHOUSE,
+//!     SqlBindStyle, SqlCatalogBuilder,
+//! };
+//!
+//! #[tokio::main]
+//! async fn main() {
+//!     let catalog = SqlCatalogBuilder::default()
+//!         .load(
+//!             "sql",
+//!             HashMap::from_iter([
+//!                 (
+//!                     SQL_CATALOG_PROP_URI.to_string(),
+//!                     "http://localhost:8181".to_string(),
+//!                 ),
+//!                 (
+//!                     SQL_CATALOG_PROP_WAREHOUSE.to_string(),
+//!                     "s3://warehouse".to_string(),
+//!                 ),
+//!                 (
+//!                     SQL_CATALOG_PROP_BIND_STYLE.to_string(),
+//!                     SqlBindStyle::QMark.to_string(),
+//!                 ),
+//!             ]),
+//!         )
+//!         .await
+//!         .unwrap();
+//! }
+//! ```
 
 #![deny(missing_docs)]
 
diff --git a/crates/iceberg/src/arrow/mod.rs b/crates/iceberg/src/arrow/mod.rs
index d32cbeb8f9..c091c45177 100644
--- a/crates/iceberg/src/arrow/mod.rs
+++ b/crates/iceberg/src/arrow/mod.rs
@@ -28,10 +28,16 @@ pub mod delete_file_loader;
 pub(crate) mod delete_filter;
 
 mod reader;
-pub(crate) mod record_batch_projector;
+/// RecordBatch projection utilities
+pub mod record_batch_projector;
 pub(crate) mod record_batch_transformer;
 mod value;
 
 pub use reader::*;
 pub use value::*;
-pub(crate) mod record_batch_partition_splitter;
+/// Partition value calculator for computing partition values
+pub mod partition_value_calculator;
+pub use partition_value_calculator::*;
+/// Record batch partition splitter for partitioned tables
+pub mod record_batch_partition_splitter;
+pub use record_batch_partition_splitter::*;
diff --git a/crates/iceberg/src/arrow/partition_value_calculator.rs b/crates/iceberg/src/arrow/partition_value_calculator.rs
new file mode 100644
index 0000000000..1409503451
--- /dev/null
+++ b/crates/iceberg/src/arrow/partition_value_calculator.rs
@@ -0,0 +1,254 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! Partition value calculation for Iceberg tables.
+//!
+//! This module provides utilities for calculating partition values from record batches
+//! based on a partition specification.
+
+use std::sync::Arc;
+
+use arrow_array::{ArrayRef, RecordBatch, StructArray};
+use arrow_schema::DataType;
+
+use super::record_batch_projector::RecordBatchProjector;
+use super::type_to_arrow_type;
+use crate::spec::{PartitionSpec, Schema, StructType, Type};
+use crate::transform::{BoxedTransformFunction, create_transform_function};
+use crate::{Error, ErrorKind, Result};
+
+/// Calculator for partition values in Iceberg tables.
+///
+/// This struct handles the projection of source columns and application of
+/// partition transforms to compute partition values for a given record batch.
+#[derive(Debug)]
+pub struct PartitionValueCalculator {
+    projector: RecordBatchProjector,
+    transform_functions: Vec<BoxedTransformFunction>,
+    partition_type: StructType,
+    partition_arrow_type: DataType,
+}
+
+impl PartitionValueCalculator {
+    /// Create a new PartitionValueCalculator.
+    ///
+    /// # Arguments
+    ///
+    /// * `partition_spec` - The partition specification
+    /// * `table_schema` - The Iceberg table schema
+    ///
+    /// # Returns
+    ///
+    /// Returns a new `PartitionValueCalculator` instance or an error if initialization fails.
+    ///
+    /// # Errors
+    ///
+    /// Returns an error if:
+    /// - The partition spec is unpartitioned
+    /// - Transform function creation fails
+    /// - Projector initialization fails
+    pub fn try_new(partition_spec: &PartitionSpec, table_schema: &Schema) -> Result<Self> {
+        if partition_spec.is_unpartitioned() {
+            return Err(Error::new(
+                ErrorKind::DataInvalid,
+                "Cannot create partition calculator for unpartitioned table",
+            ));
+        }
+
+        // Create transform functions for each partition field
+        let transform_functions: Vec<BoxedTransformFunction> = partition_spec
+            .fields()
+            .iter()
+            .map(|pf| create_transform_function(&pf.transform))
+            .collect::<Result<Vec<_>>>()?;
+
+        // Extract source field IDs for projection
+        let source_field_ids: Vec<i32> = partition_spec
+            .fields()
+            .iter()
+            .map(|pf| pf.source_id)
+            .collect();
+
+        // Create projector for extracting source columns
+        let projector = RecordBatchProjector::from_iceberg_schema(
+            Arc::new(table_schema.clone()),
+            &source_field_ids,
+        )?;
+
+        // Get partition type information
+        let partition_type = partition_spec.partition_type(table_schema)?;
+        let partition_arrow_type = type_to_arrow_type(&Type::Struct(partition_type.clone()))?;
+
+        Ok(Self {
+            projector,
+            transform_functions,
+            partition_type,
+            partition_arrow_type,
+        })
+    }
+
+    /// Get the partition type as an Iceberg StructType.
+    pub fn partition_type(&self) -> &StructType {
+        &self.partition_type
+    }
+
+    /// Get the partition type as an Arrow DataType.
+    pub fn partition_arrow_type(&self) -> &DataType {
+        &self.partition_arrow_type
+    }
+
+    /// Calculate partition values for a record batch.
+    ///
+    /// This method:
+    /// 1. Projects the source columns from the batch
+    /// 2. Applies partition transforms to each source column
+    /// 3. Constructs a StructArray containing the partition values
+    ///
+    /// # Arguments
+    ///
+    /// * `batch` - The record batch to calculate partition values for
+    ///
+    /// # Returns
+    ///
+    /// Returns an ArrayRef containing a StructArray of partition values, or an error if calculation fails.
+    ///
+    /// # Errors
+    ///
+    /// Returns an error if:
+    /// - Column projection fails
+    /// - Transform application fails
+    /// - StructArray construction fails
+    pub fn calculate(&self, batch: &RecordBatch) -> Result<ArrayRef> {
+        // Project source columns from the batch
+        let source_columns = self.projector.project_column(batch.columns())?;
+
+        // Get expected struct fields for the result
+        let expected_struct_fields = match &self.partition_arrow_type {
+            DataType::Struct(fields) => fields.clone(),
+            _ => {
+                return Err(Error::new(
+                    ErrorKind::DataInvalid,
+                    "Expected partition type must be a struct",
+                ));
+            }
+        };
+
+        // Apply transforms to each source column
+        let mut partition_values = Vec::with_capacity(self.transform_functions.len());
+        for (source_column, transform_fn) in source_columns.iter().zip(&self.transform_functions) {
+            let partition_value = transform_fn.transform(source_column.clone())?;
+            partition_values.push(partition_value);
+        }
+
+        // Construct the StructArray
+        let struct_array = StructArray::try_new(expected_struct_fields, partition_values, None)
+            .map_err(|e| {
+                Error::new(
+                    ErrorKind::DataInvalid,
+                    format!("Failed to create partition struct array: {}", e),
+                )
+            })?;
+
+        Ok(Arc::new(struct_array))
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::sync::Arc;
+
+    use arrow_array::{Int32Array, RecordBatch, StringArray};
+    use arrow_schema::{Field, Schema as ArrowSchema};
+
+    use super::*;
+    use crate::spec::{NestedField, PartitionSpecBuilder, PrimitiveType, Transform};
+
+    #[test]
+    fn test_partition_calculator_identity_transform() {
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = PartitionSpecBuilder::new(Arc::new(table_schema.clone()))
+            .add_partition_field("id", "id_partition", Transform::Identity)
+            .unwrap()
+            .build()
+            .unwrap();
+
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &table_schema).unwrap();
+
+        // Verify partition type
+        assert_eq!(calculator.partition_type().fields().len(), 1);
+        assert_eq!(calculator.partition_type().fields()[0].name, "id_partition");
+
+        // Create test batch
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false),
+            Field::new("name", DataType::Utf8, false),
+        ]));
+
+        let batch = RecordBatch::try_new(arrow_schema, vec![
+            Arc::new(Int32Array::from(vec![10, 20, 30])),
+            Arc::new(StringArray::from(vec!["a", "b", "c"])),
+        ])
+        .unwrap();
+
+        // Calculate partition values
+        let result = calculator.calculate(&batch).unwrap();
+        let struct_array = result.as_any().downcast_ref::<StructArray>().unwrap();
+
+        let id_partition = struct_array
+            .column_by_name("id_partition")
+            .unwrap()
+            .as_any()
+            .downcast_ref::<Int32Array>()
+            .unwrap();
+
+        assert_eq!(id_partition.value(0), 10);
+        assert_eq!(id_partition.value(1), 20);
+        assert_eq!(id_partition.value(2), 30);
+    }
+
+    #[test]
+    fn test_partition_calculator_unpartitioned_error() {
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = PartitionSpecBuilder::new(Arc::new(table_schema.clone()))
+            .build()
+            .unwrap();
+
+        let result = PartitionValueCalculator::try_new(&partition_spec, &table_schema);
+        assert!(result.is_err());
+        assert!(
+            result
+                .unwrap_err()
+                .to_string()
+                .contains("unpartitioned table")
+        );
+    }
+}
diff --git a/crates/iceberg/src/arrow/reader.rs b/crates/iceberg/src/arrow/reader.rs
index 564b281107..3e98484610 100644
--- a/crates/iceberg/src/arrow/reader.rs
+++ b/crates/iceberg/src/arrow/reader.rs
@@ -39,7 +39,9 @@ use parquet::arrow::arrow_reader::{
 };
 use parquet::arrow::async_reader::AsyncFileReader;
 use parquet::arrow::{PARQUET_FIELD_ID_META_KEY, ParquetRecordBatchStreamBuilder, ProjectionMask};
-use parquet::file::metadata::{ParquetMetaData, ParquetMetaDataReader, RowGroupMetaData};
+use parquet::file::metadata::{
+    PageIndexPolicy, ParquetMetaData, ParquetMetaDataReader, RowGroupMetaData,
+};
 use parquet::schema::types::{SchemaDescriptor, Type as ParquetType};
 
 use crate::arrow::caching_delete_file_loader::CachingDeleteFileLoader;
@@ -224,15 +226,16 @@ impl ArrowReader {
             }
         };
 
-        // There are two possible sources both for potential lists of selected RowGroup indices,
-        // and for `RowSelection`s.
-        // Selected RowGroup index lists can come from two sources:
+        // There are three possible sources for potential lists of selected RowGroup indices,
+        // and two for `RowSelection`s.
+        // Selected RowGroup index lists can come from three sources:
+        //   * When task.start and task.length specify a byte range (file splitting);
         //   * When there are equality delete files that are applicable;
         //   * When there is a scan predicate and row_group_filtering_enabled = true.
         // `RowSelection`s can be created in either or both of the following cases:
         //   * When there are positional delete files that are applicable;
         //   * When there is a scan predicate and row_selection_enabled = true
-        // Note that, in the former case we only perform row group filtering when
+        // Note that row group filtering from predicates only happens when
         // there is a scan predicate AND row_group_filtering_enabled = true,
         // but we perform row selection filtering if there are applicable
         // equality delete files OR (there is a scan predicate AND row_selection_enabled),
@@ -241,6 +244,17 @@ impl ArrowReader {
         let mut selected_row_group_indices = None;
         let mut row_selection = None;
 
+        // Filter row groups based on byte range from task.start and task.length.
+        // If both start and length are 0, read the entire file (backwards compatibility).
+        if task.start != 0 || task.length != 0 {
+            let byte_range_filtered_row_groups = Self::filter_row_groups_by_byte_range(
+                record_batch_stream_builder.metadata(),
+                task.start,
+                task.length,
+            )?;
+            selected_row_group_indices = Some(byte_range_filtered_row_groups);
+        }
+
         if let Some(predicate) = final_predicate {
             let (iceberg_field_ids, field_id_map) = Self::build_field_id_set_and_map(
                 record_batch_stream_builder.parquet_schema(),
@@ -256,14 +270,26 @@ impl ArrowReader {
             record_batch_stream_builder = record_batch_stream_builder.with_row_filter(row_filter);
 
             if row_group_filtering_enabled {
-                let result = Self::get_selected_row_group_indices(
+                let predicate_filtered_row_groups = Self::get_selected_row_group_indices(
                     &predicate,
                     record_batch_stream_builder.metadata(),
                     &field_id_map,
                     &task.schema,
                 )?;
 
-                selected_row_group_indices = Some(result);
+                // Merge predicate-based filtering with byte range filtering (if present)
+                // by taking the intersection of both filters
+                selected_row_group_indices = match selected_row_group_indices {
+                    Some(byte_range_filtered) => {
+                        // Keep only row groups that are in both filters
+                        let intersection: Vec<usize> = byte_range_filtered
+                            .into_iter()
+                            .filter(|idx| predicate_filtered_row_groups.contains(idx))
+                            .collect();
+                        Some(intersection)
+                    }
+                    None => Some(predicate_filtered_row_groups),
+                };
             }
 
             if row_selection_enabled {
@@ -327,7 +353,7 @@ impl ArrowReader {
         data_file_path: &str,
         file_io: FileIO,
         should_load_page_index: bool,
-    ) -> Result<ParquetRecordBatchStreamBuilder<ArrowFileReader<impl FileRead + Sized>>> {
+    ) -> Result<ParquetRecordBatchStreamBuilder<ArrowFileReader>> {
         // Get the metadata for the Parquet file we need to read and build
         // a reader for the data within
         let parquet_file = file_io.new_input(data_file_path)?;
@@ -583,35 +609,25 @@ impl ArrowReader {
                 true
             });
 
-            if column_map.len() != leaf_field_ids.len() {
-                let missing_fields = leaf_field_ids
-                    .iter()
-                    .filter(|field_id| !column_map.contains_key(field_id))
-                    .collect::<Vec<_>>();
-                return Err(Error::new(
-                    ErrorKind::DataInvalid,
-                    format!(
-                        "Parquet schema {} and Iceberg schema {} do not match.",
-                        iceberg_schema, iceberg_schema_of_task
-                    ),
-                )
-                .with_context("column_map", format! {"{:?}", column_map})
-                .with_context("field_ids", format! {"{:?}", leaf_field_ids})
-                .with_context("missing_fields", format! {"{:?}", missing_fields}));
-            }
-
+            // Only project columns that exist in the Parquet file.
+            // Missing columns will be added by RecordBatchTransformer with default/NULL values.
+            // This supports schema evolution where new columns are added to the table schema
+            // but old Parquet files don't have them yet.
             let mut indices = vec![];
             for field_id in leaf_field_ids {
                 if let Some(col_idx) = column_map.get(&field_id) {
                     indices.push(*col_idx);
-                } else {
-                    return Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        format!("Field {} is not found in Parquet schema.", field_id),
-                    ));
                 }
+                // Skip fields that don't exist in the Parquet file - they will be added later
+            }
+
+            if indices.is_empty() {
+                // If no columns from the projection exist in the file, project all columns
+                // This can happen if all requested columns are new and need to be added by the transformer
+                Ok(ProjectionMask::all())
+            } else {
+                Ok(ProjectionMask::leaves(parquet_schema, indices))
             }
-            Ok(ProjectionMask::leaves(parquet_schema, indices))
         }
     }
 
@@ -727,6 +743,36 @@ impl ArrowReader {
 
         Ok(results.into_iter().flatten().collect::<Vec<_>>().into())
     }
+
+    /// Filters row groups by byte range to support Iceberg's file splitting.
+    ///
+    /// Iceberg splits large files at row group boundaries, so we only read row groups
+    /// whose byte ranges overlap with [start, start+length).
+    fn filter_row_groups_by_byte_range(
+        parquet_metadata: &Arc<ParquetMetaData>,
+        start: u64,
+        length: u64,
+    ) -> Result<Vec<usize>> {
+        let row_groups = parquet_metadata.row_groups();
+        let mut selected = Vec::new();
+        let end = start + length;
+
+        // Row groups are stored sequentially after the 4-byte magic header.
+        let mut current_byte_offset = 4u64;
+
+        for (idx, row_group) in row_groups.iter().enumerate() {
+            let row_group_size = row_group.compressed_size() as u64;
+            let row_group_end = current_byte_offset + row_group_size;
+
+            if current_byte_offset < end && start < row_group_end {
+                selected.push(idx);
+            }
+
+            current_byte_offset = row_group_end;
+        }
+
+        Ok(selected)
+    }
 }
 
 /// Build the map of parquet field id to Parquet column index in the schema.
@@ -1322,18 +1368,18 @@ impl BoundPredicateVisitor for PredicateConverter<'_> {
 }
 
 /// ArrowFileReader is a wrapper around a FileRead that impls parquets AsyncFileReader.
-pub struct ArrowFileReader<R: FileRead> {
+pub struct ArrowFileReader {
     meta: FileMetadata,
     preload_column_index: bool,
     preload_offset_index: bool,
     preload_page_index: bool,
     metadata_size_hint: Option<usize>,
-    r: R,
+    r: Box<dyn FileRead>,
 }
 
-impl<R: FileRead> ArrowFileReader<R> {
+impl ArrowFileReader {
     /// Create a new ArrowFileReader
-    pub fn new(meta: FileMetadata, r: R) -> Self {
+    pub fn new(meta: FileMetadata, r: Box<dyn FileRead>) -> Self {
         Self {
             meta,
             preload_column_index: false,
@@ -1372,7 +1418,7 @@ impl<R: FileRead> ArrowFileReader<R> {
     }
 }
 
-impl<R: FileRead> AsyncFileReader for ArrowFileReader<R> {
+impl AsyncFileReader for ArrowFileReader {
     fn get_bytes(&mut self, range: Range<u64>) -> BoxFuture<'_, parquet::errors::Result<Bytes>> {
         Box::pin(
             self.r
@@ -1390,9 +1436,10 @@ impl<R: FileRead> AsyncFileReader for ArrowFileReader<R> {
         async move {
             let reader = ParquetMetaDataReader::new()
                 .with_prefetch_hint(self.metadata_size_hint)
-                .with_column_indexes(self.preload_column_index)
-                .with_page_indexes(self.preload_page_index)
-                .with_offset_indexes(self.preload_offset_index);
+                // Set the page policy first because it updates both column and offset policies.
+                .with_page_index_policy(PageIndexPolicy::from(self.preload_page_index))
+                .with_column_index_policy(PageIndexPolicy::from(self.preload_column_index))
+                .with_offset_index_policy(PageIndexPolicy::from(self.preload_offset_index));
             let size = self.meta.size;
             let meta = reader.load_and_finish(self, size).await?;
 
@@ -1958,4 +2005,285 @@ message schema {
 
         Arc::new(SchemaDescriptor::new(Arc::new(schema)))
     }
+
+    /// Verifies that file splits respect byte ranges and only read specific row groups.
+    #[tokio::test]
+    async fn test_file_splits_respect_byte_ranges() {
+        use arrow_array::Int32Array;
+        use parquet::file::reader::{FileReader, SerializedFileReader};
+
+        let schema = Arc::new(
+            Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                ])
+                .build()
+                .unwrap(),
+        );
+
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                "1".to_string(),
+            )])),
+        ]));
+
+        let tmp_dir = TempDir::new().unwrap();
+        let table_location = tmp_dir.path().to_str().unwrap().to_string();
+        let file_path = format!("{}/multi_row_group.parquet", &table_location);
+
+        // Force each batch into its own row group for testing byte range filtering.
+        let batch1 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(Int32Array::from(
+            (0..100).collect::<Vec<i32>>(),
+        ))])
+        .unwrap();
+        let batch2 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(Int32Array::from(
+            (100..200).collect::<Vec<i32>>(),
+        ))])
+        .unwrap();
+        let batch3 = RecordBatch::try_new(arrow_schema.clone(), vec![Arc::new(Int32Array::from(
+            (200..300).collect::<Vec<i32>>(),
+        ))])
+        .unwrap();
+
+        let props = WriterProperties::builder()
+            .set_compression(Compression::SNAPPY)
+            .set_max_row_group_size(100)
+            .build();
+
+        let file = File::create(&file_path).unwrap();
+        let mut writer = ArrowWriter::try_new(file, arrow_schema.clone(), Some(props)).unwrap();
+        writer.write(&batch1).expect("Writing batch 1");
+        writer.write(&batch2).expect("Writing batch 2");
+        writer.write(&batch3).expect("Writing batch 3");
+        writer.close().unwrap();
+
+        // Read the file metadata to get row group byte positions
+        let file = File::open(&file_path).unwrap();
+        let reader = SerializedFileReader::new(file).unwrap();
+        let metadata = reader.metadata();
+
+        println!("File has {} row groups", metadata.num_row_groups());
+        assert_eq!(metadata.num_row_groups(), 3, "Expected 3 row groups");
+
+        // Get byte positions for each row group
+        let row_group_0 = metadata.row_group(0);
+        let row_group_1 = metadata.row_group(1);
+        let row_group_2 = metadata.row_group(2);
+
+        let rg0_start = 4u64; // Parquet files start with 4-byte magic "PAR1"
+        let rg1_start = rg0_start + row_group_0.compressed_size() as u64;
+        let rg2_start = rg1_start + row_group_1.compressed_size() as u64;
+        let file_end = rg2_start + row_group_2.compressed_size() as u64;
+
+        println!(
+            "Row group 0: {} rows, starts at byte {}, {} bytes compressed",
+            row_group_0.num_rows(),
+            rg0_start,
+            row_group_0.compressed_size()
+        );
+        println!(
+            "Row group 1: {} rows, starts at byte {}, {} bytes compressed",
+            row_group_1.num_rows(),
+            rg1_start,
+            row_group_1.compressed_size()
+        );
+        println!(
+            "Row group 2: {} rows, starts at byte {}, {} bytes compressed",
+            row_group_2.num_rows(),
+            rg2_start,
+            row_group_2.compressed_size()
+        );
+
+        let file_io = FileIO::from_path(&table_location).unwrap().build().unwrap();
+        let reader = ArrowReaderBuilder::new(file_io).build();
+
+        // Task 1: read only the first row group
+        let task1 = FileScanTask {
+            start: rg0_start,
+            length: row_group_0.compressed_size() as u64,
+            record_count: Some(100),
+            data_file_path: file_path.clone(),
+            data_file_format: DataFileFormat::Parquet,
+            schema: schema.clone(),
+            project_field_ids: vec![1],
+            predicate: None,
+            deletes: vec![],
+        };
+
+        // Task 2: read the second and third row groups
+        let task2 = FileScanTask {
+            start: rg1_start,
+            length: file_end - rg1_start,
+            record_count: Some(200),
+            data_file_path: file_path.clone(),
+            data_file_format: DataFileFormat::Parquet,
+            schema: schema.clone(),
+            project_field_ids: vec![1],
+            predicate: None,
+            deletes: vec![],
+        };
+
+        let tasks1 = Box::pin(futures::stream::iter(vec![Ok(task1)])) as FileScanTaskStream;
+        let result1 = reader
+            .clone()
+            .read(tasks1)
+            .unwrap()
+            .try_collect::<Vec<RecordBatch>>()
+            .await
+            .unwrap();
+
+        let total_rows_task1: usize = result1.iter().map(|b| b.num_rows()).sum();
+        println!(
+            "Task 1 (bytes {}-{}) returned {} rows",
+            rg0_start,
+            rg0_start + row_group_0.compressed_size() as u64,
+            total_rows_task1
+        );
+
+        let tasks2 = Box::pin(futures::stream::iter(vec![Ok(task2)])) as FileScanTaskStream;
+        let result2 = reader
+            .read(tasks2)
+            .unwrap()
+            .try_collect::<Vec<RecordBatch>>()
+            .await
+            .unwrap();
+
+        let total_rows_task2: usize = result2.iter().map(|b| b.num_rows()).sum();
+        println!(
+            "Task 2 (bytes {}-{}) returned {} rows",
+            rg1_start, file_end, total_rows_task2
+        );
+
+        assert_eq!(
+            total_rows_task1, 100,
+            "Task 1 should read only the first row group (100 rows), but got {} rows",
+            total_rows_task1
+        );
+
+        assert_eq!(
+            total_rows_task2, 200,
+            "Task 2 should read only the second+third row groups (200 rows), but got {} rows",
+            total_rows_task2
+        );
+
+        // Verify the actual data values are correct (not just the row count)
+        if total_rows_task1 > 0 {
+            let first_batch = &result1[0];
+            let id_col = first_batch
+                .column(0)
+                .as_primitive::<arrow_array::types::Int32Type>();
+            let first_val = id_col.value(0);
+            let last_val = id_col.value(id_col.len() - 1);
+            println!("Task 1 data range: {} to {}", first_val, last_val);
+
+            assert_eq!(first_val, 0, "Task 1 should start with id=0");
+            assert_eq!(last_val, 99, "Task 1 should end with id=99");
+        }
+
+        if total_rows_task2 > 0 {
+            let first_batch = &result2[0];
+            let id_col = first_batch
+                .column(0)
+                .as_primitive::<arrow_array::types::Int32Type>();
+            let first_val = id_col.value(0);
+            println!("Task 2 first value: {}", first_val);
+
+            assert_eq!(first_val, 100, "Task 2 should start with id=100, not id=0");
+        }
+    }
+
+    /// Test schema evolution: reading old Parquet file (with only column 'a')
+    /// using a newer table schema (with columns 'a' and 'b').
+    /// This tests that:
+    /// 1. get_arrow_projection_mask allows missing columns
+    /// 2. RecordBatchTransformer adds missing column 'b' with NULL values
+    #[tokio::test]
+    async fn test_schema_evolution_add_column() {
+        use arrow_array::{Array, Int32Array};
+
+        // New table schema: columns 'a' and 'b' (b was added later, file only has 'a')
+        let new_schema = Arc::new(
+            Schema::builder()
+                .with_schema_id(2)
+                .with_fields(vec![
+                    NestedField::required(1, "a", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::optional(2, "b", Type::Primitive(PrimitiveType::Int)).into(),
+                ])
+                .build()
+                .unwrap(),
+        );
+
+        // Create Arrow schema for old Parquet file (only has column 'a')
+        let arrow_schema_old = Arc::new(ArrowSchema::new(vec![
+            Field::new("a", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                "1".to_string(),
+            )])),
+        ]));
+
+        // Write old Parquet file with only column 'a'
+        let tmp_dir = TempDir::new().unwrap();
+        let table_location = tmp_dir.path().to_str().unwrap().to_string();
+        let file_io = FileIO::from_path(&table_location).unwrap().build().unwrap();
+
+        let data_a = Arc::new(Int32Array::from(vec![1, 2, 3])) as ArrayRef;
+        let to_write = RecordBatch::try_new(arrow_schema_old.clone(), vec![data_a]).unwrap();
+
+        let props = WriterProperties::builder()
+            .set_compression(Compression::SNAPPY)
+            .build();
+        let file = File::create(format!("{}/old_file.parquet", &table_location)).unwrap();
+        let mut writer = ArrowWriter::try_new(file, to_write.schema(), Some(props)).unwrap();
+        writer.write(&to_write).expect("Writing batch");
+        writer.close().unwrap();
+
+        // Read the old Parquet file using the NEW schema (with column 'b')
+        let reader = ArrowReaderBuilder::new(file_io).build();
+        let tasks = Box::pin(futures::stream::iter(
+            vec![Ok(FileScanTask {
+                start: 0,
+                length: 0,
+                record_count: None,
+                data_file_path: format!("{}/old_file.parquet", table_location),
+                data_file_format: DataFileFormat::Parquet,
+                schema: new_schema.clone(),
+                project_field_ids: vec![1, 2], // Request both columns 'a' and 'b'
+                predicate: None,
+                deletes: vec![],
+            })]
+            .into_iter(),
+        )) as FileScanTaskStream;
+
+        let result = reader
+            .read(tasks)
+            .unwrap()
+            .try_collect::<Vec<RecordBatch>>()
+            .await
+            .unwrap();
+
+        // Verify we got the correct data
+        assert_eq!(result.len(), 1);
+        let batch = &result[0];
+
+        // Should have 2 columns now
+        assert_eq!(batch.num_columns(), 2);
+        assert_eq!(batch.num_rows(), 3);
+
+        // Column 'a' should have the original data
+        let col_a = batch
+            .column(0)
+            .as_primitive::<arrow_array::types::Int32Type>();
+        assert_eq!(col_a.values(), &[1, 2, 3]);
+
+        // Column 'b' should be all NULLs (it didn't exist in the old file)
+        let col_b = batch
+            .column(1)
+            .as_primitive::<arrow_array::types::Int32Type>();
+        assert_eq!(col_b.null_count(), 3);
+        assert!(col_b.is_null(0));
+        assert!(col_b.is_null(1));
+        assert!(col_b.is_null(2));
+    }
 }
diff --git a/crates/iceberg/src/arrow/record_batch_partition_splitter.rs b/crates/iceberg/src/arrow/record_batch_partition_splitter.rs
index 704a4e9c15..66371fac16 100644
--- a/crates/iceberg/src/arrow/record_batch_partition_splitter.rs
+++ b/crates/iceberg/src/arrow/record_batch_partition_splitter.rs
@@ -19,137 +19,169 @@ use std::collections::HashMap;
 use std::sync::Arc;
 
 use arrow_array::{ArrayRef, BooleanArray, RecordBatch, StructArray};
-use arrow_schema::{DataType, SchemaRef as ArrowSchemaRef};
 use arrow_select::filter::filter_record_batch;
-use itertools::Itertools;
-use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
 
 use super::arrow_struct_to_literal;
-use super::record_batch_projector::RecordBatchProjector;
-use crate::arrow::type_to_arrow_type;
-use crate::spec::{Literal, PartitionSpecRef, SchemaRef, Struct, StructType, Type};
-use crate::transform::{BoxedTransformFunction, create_transform_function};
+use super::partition_value_calculator::PartitionValueCalculator;
+use crate::spec::{Literal, PartitionKey, PartitionSpecRef, SchemaRef, StructType};
 use crate::{Error, ErrorKind, Result};
 
+/// Column name for the projected partition values struct
+pub const PROJECTED_PARTITION_VALUE_COLUMN: &str = "_partition";
+
 /// The splitter used to split the record batch into multiple record batches by the partition spec.
 /// 1. It will project and transform the input record batch based on the partition spec, get the partitioned record batch.
 /// 2. Split the input record batch into multiple record batches based on the partitioned record batch.
+///
+/// # Partition Value Modes
+///
+/// The splitter supports two modes for obtaining partition values:
+/// - **Computed mode** (`calculator` is `Some`): Computes partition values from source columns using transforms
+/// - **Pre-computed mode** (`calculator` is `None`): Expects a `_partition` column in the input batch
 // # TODO
 // Remove this after partition writer supported.
 #[allow(dead_code)]
 pub struct RecordBatchPartitionSplitter {
     schema: SchemaRef,
     partition_spec: PartitionSpecRef,
-    projector: RecordBatchProjector,
-    transform_functions: Vec<BoxedTransformFunction>,
-
+    calculator: Option<PartitionValueCalculator>,
     partition_type: StructType,
-    partition_arrow_type: DataType,
 }
 
 // # TODO
 // Remove this after partition writer supported.
 #[allow(dead_code)]
 impl RecordBatchPartitionSplitter {
+    /// Create a new RecordBatchPartitionSplitter.
+    ///
+    /// # Arguments
+    ///
+    /// * `iceberg_schema` - The Iceberg schema reference
+    /// * `partition_spec` - The partition specification reference
+    /// * `calculator` - Optional calculator for computing partition values from source columns.
+    ///   - `Some(calculator)`: Compute partition values from source columns using transforms
+    ///   - `None`: Expect a pre-computed `_partition` column in the input batch
+    ///
+    /// # Returns
+    ///
+    /// Returns a new `RecordBatchPartitionSplitter` instance or an error if initialization fails.
     pub fn new(
-        input_schema: ArrowSchemaRef,
         iceberg_schema: SchemaRef,
         partition_spec: PartitionSpecRef,
+        calculator: Option<PartitionValueCalculator>,
     ) -> Result<Self> {
-        let projector = RecordBatchProjector::new(
-            input_schema,
-            &partition_spec
-                .fields()
-                .iter()
-                .map(|field| field.source_id)
-                .collect::<Vec<_>>(),
-            // The source columns, selected by ids, must be a primitive type and cannot be contained in a map or list, but may be nested in a struct.
-            // ref: https://iceberg.apache.org/spec/#partitioning
-            |field| {
-                if !field.data_type().is_primitive() {
-                    return Ok(None);
-                }
-                field
-                    .metadata()
-                    .get(PARQUET_FIELD_ID_META_KEY)
-                    .map(|s| {
-                        s.parse::<i64>()
-                            .map_err(|e| Error::new(ErrorKind::Unexpected, e.to_string()))
-                    })
-                    .transpose()
-            },
-            |_| true,
-        )?;
-        let transform_functions = partition_spec
-            .fields()
-            .iter()
-            .map(|field| create_transform_function(&field.transform))
-            .collect::<Result<Vec<_>>>()?;
-
         let partition_type = partition_spec.partition_type(&iceberg_schema)?;
-        let partition_arrow_type = type_to_arrow_type(&Type::Struct(partition_type.clone()))?;
 
         Ok(Self {
             schema: iceberg_schema,
             partition_spec,
-            projector,
-            transform_functions,
+            calculator,
             partition_type,
-            partition_arrow_type,
         })
     }
 
-    fn partition_columns_to_struct(&self, partition_columns: Vec<ArrayRef>) -> Result<Vec<Struct>> {
-        let arrow_struct_array = {
-            let partition_arrow_fields = {
-                let DataType::Struct(fields) = &self.partition_arrow_type else {
-                    return Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        "The partition arrow type is not a struct type",
-                    ));
-                };
-                fields.clone()
-            };
-            Arc::new(StructArray::try_new(
-                partition_arrow_fields,
-                partition_columns,
-                None,
-            )?) as ArrayRef
-        };
-        let struct_array = {
-            let struct_array = arrow_struct_to_literal(&arrow_struct_array, &self.partition_type)?;
+    /// Create a new RecordBatchPartitionSplitter with computed partition values.
+    ///
+    /// This is a convenience method that creates a calculator and initializes the splitter
+    /// to compute partition values from source columns.
+    ///
+    /// # Arguments
+    ///
+    /// * `iceberg_schema` - The Iceberg schema reference
+    /// * `partition_spec` - The partition specification reference
+    ///
+    /// # Returns
+    ///
+    /// Returns a new `RecordBatchPartitionSplitter` instance or an error if initialization fails.
+    pub fn new_with_computed_values(
+        iceberg_schema: SchemaRef,
+        partition_spec: PartitionSpecRef,
+    ) -> Result<Self> {
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &iceberg_schema)?;
+        Self::new(iceberg_schema, partition_spec, Some(calculator))
+    }
+
+    /// Create a new RecordBatchPartitionSplitter expecting pre-computed partition values.
+    ///
+    /// This is a convenience method that initializes the splitter to expect a `_partition`
+    /// column in the input batches.
+    ///
+    /// # Arguments
+    ///
+    /// * `iceberg_schema` - The Iceberg schema reference
+    /// * `partition_spec` - The partition specification reference
+    ///
+    /// # Returns
+    ///
+    /// Returns a new `RecordBatchPartitionSplitter` instance or an error if initialization fails.
+    pub fn new_with_precomputed_values(
+        iceberg_schema: SchemaRef,
+        partition_spec: PartitionSpecRef,
+    ) -> Result<Self> {
+        Self::new(iceberg_schema, partition_spec, None)
+    }
+
+    /// Split the record batch into multiple record batches based on the partition spec.
+    pub fn split(&self, batch: &RecordBatch) -> Result<Vec<(PartitionKey, RecordBatch)>> {
+        let partition_structs = if let Some(calculator) = &self.calculator {
+            // Compute partition values from source columns using calculator
+            let partition_array = calculator.calculate(batch)?;
+            let struct_array = arrow_struct_to_literal(&partition_array, &self.partition_type)?;
+
             struct_array
                 .into_iter()
                 .map(|s| {
-                    if let Some(s) = s {
-                        if let Literal::Struct(s) = s {
-                            Ok(s)
-                        } else {
-                            Err(Error::new(
-                                ErrorKind::DataInvalid,
-                                "The struct is not a struct literal",
-                            ))
-                        }
+                    if let Some(Literal::Struct(s)) = s {
+                        Ok(s)
                     } else {
-                        Err(Error::new(ErrorKind::DataInvalid, "The struct is null"))
+                        Err(Error::new(
+                            ErrorKind::DataInvalid,
+                            "Partition value is not a struct literal or is null",
+                        ))
                     }
                 })
                 .collect::<Result<Vec<_>>>()?
-        };
+        } else {
+            // Extract partition values from pre-computed partition column
+            let partition_column = batch
+                .column_by_name(PROJECTED_PARTITION_VALUE_COLUMN)
+                .ok_or_else(|| {
+                    Error::new(
+                        ErrorKind::DataInvalid,
+                        format!(
+                            "Partition column '{}' not found in batch",
+                            PROJECTED_PARTITION_VALUE_COLUMN
+                        ),
+                    )
+                })?;
 
-        Ok(struct_array)
-    }
+            let partition_struct_array = partition_column
+                .as_any()
+                .downcast_ref::<StructArray>()
+                .ok_or_else(|| {
+                    Error::new(
+                        ErrorKind::DataInvalid,
+                        "Partition column is not a StructArray",
+                    )
+                })?;
 
-    /// Split the record batch into multiple record batches based on the partition spec.
-    pub fn split(&self, batch: &RecordBatch) -> Result<Vec<(Struct, RecordBatch)>> {
-        let source_columns = self.projector.project_column(batch.columns())?;
-        let partition_columns = source_columns
-            .into_iter()
-            .zip_eq(self.transform_functions.iter())
-            .map(|(source_column, transform_function)| transform_function.transform(source_column))
-            .collect::<Result<Vec<_>>>()?;
+            let arrow_struct_array = Arc::new(partition_struct_array.clone()) as ArrayRef;
+            let struct_array = arrow_struct_to_literal(&arrow_struct_array, &self.partition_type)?;
 
-        let partition_structs = self.partition_columns_to_struct(partition_columns)?;
+            struct_array
+                .into_iter()
+                .map(|s| {
+                    if let Some(Literal::Struct(s)) = s {
+                        Ok(s)
+                    } else {
+                        Err(Error::new(
+                            ErrorKind::DataInvalid,
+                            "Partition value is not a struct literal or is null",
+                        ))
+                    }
+                })
+                .collect::<Result<Vec<_>>>()?
+        };
 
         // Group the batch by row value.
         let mut group_ids = HashMap::new();
@@ -172,8 +204,15 @@ impl RecordBatchPartitionSplitter {
                 filter.into()
             };
 
+            // Create PartitionKey from the partition struct
+            let partition_key = PartitionKey::new(
+                self.partition_spec.as_ref().clone(),
+                self.schema.clone(),
+                row,
+            );
+
             // filter the RecordBatch
-            partition_batches.push((row, filter_record_batch(batch, &filter_array)?));
+            partition_batches.push((partition_key, filter_record_batch(batch, &filter_array)?));
         }
 
         Ok(partition_batches)
@@ -185,11 +224,13 @@ mod tests {
     use std::sync::Arc;
 
     use arrow_array::{Int32Array, RecordBatch, StringArray};
+    use arrow_schema::DataType;
+    use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
 
     use super::*;
     use crate::arrow::schema_to_arrow_schema;
     use crate::spec::{
-        NestedField, PartitionSpecBuilder, PrimitiveLiteral, Schema, Transform,
+        NestedField, PartitionSpecBuilder, PrimitiveLiteral, Schema, Struct, Transform, Type,
         UnboundPartitionField,
     };
 
@@ -227,14 +268,14 @@ mod tests {
                 .build()
                 .unwrap(),
         );
-        let input_schema = Arc::new(schema_to_arrow_schema(&schema).unwrap());
         let partition_splitter =
-            RecordBatchPartitionSplitter::new(input_schema.clone(), schema.clone(), partition_spec)
+            RecordBatchPartitionSplitter::new_with_computed_values(schema.clone(), partition_spec)
                 .expect("Failed to create splitter");
 
+        let arrow_schema = Arc::new(schema_to_arrow_schema(&schema).unwrap());
         let id_array = Int32Array::from(vec![1, 2, 1, 3, 2, 3, 1]);
         let data_array = StringArray::from(vec!["a", "b", "c", "d", "e", "f", "g"]);
-        let batch = RecordBatch::try_new(input_schema.clone(), vec![
+        let batch = RecordBatch::try_new(arrow_schema.clone(), vec![
             Arc::new(id_array),
             Arc::new(data_array),
         ])
@@ -243,8 +284,8 @@ mod tests {
         let mut partitioned_batches = partition_splitter
             .split(&batch)
             .expect("Failed to split RecordBatch");
-        partitioned_batches.sort_by_key(|(row, _)| {
-            if let PrimitiveLiteral::Int(i) = row.fields()[0]
+        partitioned_batches.sort_by_key(|(partition_key, _)| {
+            if let PrimitiveLiteral::Int(i) = partition_key.data().fields()[0]
                 .as_ref()
                 .unwrap()
                 .as_primitive_literal()
@@ -260,7 +301,7 @@ mod tests {
             // check the first partition
             let expected_id_array = Int32Array::from(vec![1, 1, 1]);
             let expected_data_array = StringArray::from(vec!["a", "c", "g"]);
-            let expected_batch = RecordBatch::try_new(input_schema.clone(), vec![
+            let expected_batch = RecordBatch::try_new(arrow_schema.clone(), vec![
                 Arc::new(expected_id_array),
                 Arc::new(expected_data_array),
             ])
@@ -271,7 +312,7 @@ mod tests {
             // check the second partition
             let expected_id_array = Int32Array::from(vec![2, 2]);
             let expected_data_array = StringArray::from(vec!["b", "e"]);
-            let expected_batch = RecordBatch::try_new(input_schema.clone(), vec![
+            let expected_batch = RecordBatch::try_new(arrow_schema.clone(), vec![
                 Arc::new(expected_id_array),
                 Arc::new(expected_data_array),
             ])
@@ -282,7 +323,7 @@ mod tests {
             // check the third partition
             let expected_id_array = Int32Array::from(vec![3, 3]);
             let expected_data_array = StringArray::from(vec!["d", "f"]);
-            let expected_batch = RecordBatch::try_new(input_schema.clone(), vec![
+            let expected_batch = RecordBatch::try_new(arrow_schema.clone(), vec![
                 Arc::new(expected_id_array),
                 Arc::new(expected_data_array),
             ])
@@ -292,7 +333,7 @@ mod tests {
 
         let partition_values = partitioned_batches
             .iter()
-            .map(|(row, _)| row.clone())
+            .map(|(partition_key, _)| partition_key.data().clone())
             .collect::<Vec<_>>();
         // check partition value is struct(1), struct(2), struct(3)
         assert_eq!(partition_values, vec![
@@ -301,4 +342,144 @@ mod tests {
             Struct::from_iter(vec![Some(Literal::int(3))]),
         ]);
     }
+
+    #[test]
+    fn test_record_batch_partition_split_with_partition_column() {
+        use arrow_array::StructArray;
+        use arrow_schema::{Field, Schema as ArrowSchema};
+
+        let schema = Arc::new(
+            Schema::builder()
+                .with_fields(vec![
+                    NestedField::required(
+                        1,
+                        "id",
+                        Type::Primitive(crate::spec::PrimitiveType::Int),
+                    )
+                    .into(),
+                    NestedField::required(
+                        2,
+                        "name",
+                        Type::Primitive(crate::spec::PrimitiveType::String),
+                    )
+                    .into(),
+                ])
+                .build()
+                .unwrap(),
+        );
+        let partition_spec = Arc::new(
+            PartitionSpecBuilder::new(schema.clone())
+                .with_spec_id(1)
+                .add_unbound_field(UnboundPartitionField {
+                    source_id: 1,
+                    field_id: None,
+                    name: "id_bucket".to_string(),
+                    transform: Transform::Identity,
+                })
+                .unwrap()
+                .build()
+                .unwrap(),
+        );
+
+        // Create input schema with _partition column
+        // Note: partition field IDs start from 1000 by default
+        let partition_field = Field::new("id_bucket", DataType::Int32, false).with_metadata(
+            HashMap::from([(PARQUET_FIELD_ID_META_KEY.to_string(), "1000".to_string())]),
+        );
+        let partition_struct_field = Field::new(
+            PROJECTED_PARTITION_VALUE_COLUMN,
+            DataType::Struct(vec![partition_field.clone()].into()),
+            false,
+        );
+
+        let input_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false),
+            Field::new("name", DataType::Utf8, false),
+            partition_struct_field,
+        ]));
+
+        // Create splitter expecting pre-computed partition column
+        let partition_splitter = RecordBatchPartitionSplitter::new_with_precomputed_values(
+            schema.clone(),
+            partition_spec,
+        )
+        .expect("Failed to create splitter");
+
+        // Create test data with pre-computed partition column
+        let id_array = Int32Array::from(vec![1, 2, 1, 3, 2, 3, 1]);
+        let data_array = StringArray::from(vec!["a", "b", "c", "d", "e", "f", "g"]);
+
+        // Create partition column (same values as id for Identity transform)
+        let partition_values = Int32Array::from(vec![1, 2, 1, 3, 2, 3, 1]);
+        let partition_struct = StructArray::from(vec![(
+            Arc::new(partition_field),
+            Arc::new(partition_values) as ArrayRef,
+        )]);
+
+        let batch = RecordBatch::try_new(input_schema.clone(), vec![
+            Arc::new(id_array),
+            Arc::new(data_array),
+            Arc::new(partition_struct),
+        ])
+        .expect("Failed to create RecordBatch");
+
+        // Split using the pre-computed partition column
+        let mut partitioned_batches = partition_splitter
+            .split(&batch)
+            .expect("Failed to split RecordBatch");
+
+        partitioned_batches.sort_by_key(|(partition_key, _)| {
+            if let PrimitiveLiteral::Int(i) = partition_key.data().fields()[0]
+                .as_ref()
+                .unwrap()
+                .as_primitive_literal()
+                .unwrap()
+            {
+                i
+            } else {
+                panic!("The partition value is not a int");
+            }
+        });
+
+        assert_eq!(partitioned_batches.len(), 3);
+
+        // Helper to extract id and name values from a batch
+        let extract_values = |batch: &RecordBatch| -> (Vec<i32>, Vec<String>) {
+            let id_col = batch
+                .column(0)
+                .as_any()
+                .downcast_ref::<Int32Array>()
+                .unwrap();
+            let name_col = batch
+                .column(1)
+                .as_any()
+                .downcast_ref::<StringArray>()
+                .unwrap();
+            (
+                id_col.values().to_vec(),
+                name_col.iter().map(|s| s.unwrap().to_string()).collect(),
+            )
+        };
+
+        // Verify partition 1: id=1, names=["a", "c", "g"]
+        let (key, batch) = &partitioned_batches[0];
+        assert_eq!(key.data(), &Struct::from_iter(vec![Some(Literal::int(1))]));
+        let (ids, names) = extract_values(batch);
+        assert_eq!(ids, vec![1, 1, 1]);
+        assert_eq!(names, vec!["a", "c", "g"]);
+
+        // Verify partition 2: id=2, names=["b", "e"]
+        let (key, batch) = &partitioned_batches[1];
+        assert_eq!(key.data(), &Struct::from_iter(vec![Some(Literal::int(2))]));
+        let (ids, names) = extract_values(batch);
+        assert_eq!(ids, vec![2, 2]);
+        assert_eq!(names, vec!["b", "e"]);
+
+        // Verify partition 3: id=3, names=["d", "f"]
+        let (key, batch) = &partitioned_batches[2];
+        assert_eq!(key.data(), &Struct::from_iter(vec![Some(Literal::int(3))]));
+        let (ids, names) = extract_values(batch);
+        assert_eq!(ids, vec![3, 3]);
+        assert_eq!(names, vec!["d", "f"]);
+    }
 }
diff --git a/crates/iceberg/src/arrow/record_batch_projector.rs b/crates/iceberg/src/arrow/record_batch_projector.rs
index 7ca28c25c7..45de0212e8 100644
--- a/crates/iceberg/src/arrow/record_batch_projector.rs
+++ b/crates/iceberg/src/arrow/record_batch_projector.rs
@@ -20,13 +20,16 @@ use std::sync::Arc;
 use arrow_array::{ArrayRef, RecordBatch, StructArray, make_array};
 use arrow_buffer::NullBuffer;
 use arrow_schema::{DataType, Field, FieldRef, Fields, Schema, SchemaRef};
+use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
 
+use crate::arrow::schema::schema_to_arrow_schema;
 use crate::error::Result;
+use crate::spec::Schema as IcebergSchema;
 use crate::{Error, ErrorKind};
 
 /// Help to project specific field from `RecordBatch`` according to the fields id.
-#[derive(Clone, Debug)]
-pub(crate) struct RecordBatchProjector {
+#[derive(Clone, Debug, PartialEq, Eq)]
+pub struct RecordBatchProjector {
     // A vector of vectors, where each inner vector represents the index path to access a specific field in a nested structure.
     // E.g. [[0], [1, 2]] means the first field is accessed directly from the first column,
     // while the second field is accessed from the second column and then from its third subcolumn (second column must be a struct column).
@@ -77,6 +80,46 @@ impl RecordBatchProjector {
         })
     }
 
+    /// Create RecordBatchProjector using Iceberg schema.
+    ///
+    /// This constructor converts the Iceberg schema to Arrow schema with field ID metadata,
+    /// then uses the standard field ID lookup for projection.
+    ///
+    /// # Arguments
+    /// * `iceberg_schema` - The Iceberg schema for field ID mapping  
+    /// * `target_field_ids` - The field IDs to project
+    pub fn from_iceberg_schema(
+        iceberg_schema: Arc<IcebergSchema>,
+        target_field_ids: &[i32],
+    ) -> Result<Self> {
+        let arrow_schema_with_ids = Arc::new(schema_to_arrow_schema(&iceberg_schema)?);
+
+        let field_id_fetch_func = |field: &Field| -> Result<Option<i64>> {
+            if let Some(value) = field.metadata().get(PARQUET_FIELD_ID_META_KEY) {
+                let field_id = value.parse::<i32>().map_err(|e| {
+                    Error::new(
+                        ErrorKind::DataInvalid,
+                        "Failed to parse field id".to_string(),
+                    )
+                    .with_context("value", value)
+                    .with_source(e)
+                })?;
+                Ok(Some(field_id as i64))
+            } else {
+                Ok(None)
+            }
+        };
+
+        let searchable_field_func = |_field: &Field| -> bool { true };
+
+        Self::new(
+            arrow_schema_with_ids,
+            target_field_ids,
+            field_id_fetch_func,
+            searchable_field_func,
+        )
+    }
+
     fn fetch_field_index<F1, F2>(
         fields: &Fields,
         index_vec: &mut Vec<usize>,
@@ -129,7 +172,7 @@ impl RecordBatchProjector {
     }
 
     /// Do projection with columns
-    pub(crate) fn project_column(&self, batch: &[ArrayRef]) -> Result<Vec<ArrayRef>> {
+    pub fn project_column(&self, batch: &[ArrayRef]) -> Result<Vec<ArrayRef>> {
         self.field_indices
             .iter()
             .map(|index_vec| Self::get_column_by_field_index(batch, index_vec))
@@ -166,6 +209,7 @@ mod test {
     use arrow_schema::{DataType, Field, Fields, Schema};
 
     use crate::arrow::record_batch_projector::RecordBatchProjector;
+    use crate::spec::{NestedField, PrimitiveType, Schema as IcebergSchema, Type};
     use crate::{Error, ErrorKind};
 
     #[test]
@@ -293,4 +337,25 @@ mod test {
             RecordBatchProjector::new(schema.clone(), &[3], field_id_fetch_func, |_| true);
         assert!(projector.is_ok());
     }
+
+    #[test]
+    fn test_from_iceberg_schema() {
+        let iceberg_schema = IcebergSchema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                NestedField::optional(3, "age", Type::Primitive(PrimitiveType::Int)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let projector =
+            RecordBatchProjector::from_iceberg_schema(Arc::new(iceberg_schema), &[1, 3]).unwrap();
+
+        assert_eq!(projector.field_indices.len(), 2);
+        assert_eq!(projector.projected_schema_ref().fields().len(), 2);
+        assert_eq!(projector.projected_schema_ref().field(0).name(), "id");
+        assert_eq!(projector.projected_schema_ref().field(1).name(), "age");
+    }
 }
diff --git a/crates/iceberg/src/arrow/record_batch_transformer.rs b/crates/iceberg/src/arrow/record_batch_transformer.rs
index 779f1cc625..71fe59dea5 100644
--- a/crates/iceberg/src/arrow/record_batch_transformer.rs
+++ b/crates/iceberg/src/arrow/record_batch_transformer.rs
@@ -19,8 +19,8 @@ use std::collections::HashMap;
 use std::sync::Arc;
 
 use arrow_array::{
-    Array as ArrowArray, ArrayRef, BinaryArray, BooleanArray, Float32Array, Float64Array,
-    Int32Array, Int64Array, NullArray, RecordBatch, RecordBatchOptions, StringArray,
+    Array as ArrowArray, ArrayRef, BinaryArray, BooleanArray, Date32Array, Float32Array,
+    Float64Array, Int32Array, Int64Array, NullArray, RecordBatch, RecordBatchOptions, StringArray,
 };
 use arrow_cast::cast;
 use arrow_schema::{
@@ -401,6 +401,13 @@ impl RecordBatchTransformer {
                 let vals: Vec<Option<i32>> = vec![None; num_rows];
                 Arc::new(Int32Array::from(vals))
             }
+            (DataType::Date32, Some(PrimitiveLiteral::Int(value))) => {
+                Arc::new(Date32Array::from(vec![*value; num_rows]))
+            }
+            (DataType::Date32, None) => {
+                let vals: Vec<Option<i32>> = vec![None; num_rows];
+                Arc::new(Date32Array::from(vals))
+            }
             (DataType::Int64, Some(PrimitiveLiteral::Long(value))) => {
                 Arc::new(Int64Array::from(vec![*value; num_rows]))
             }
@@ -453,7 +460,8 @@ mod test {
     use std::sync::Arc;
 
     use arrow_array::{
-        Float32Array, Float64Array, Int32Array, Int64Array, RecordBatch, StringArray,
+        Array, Date32Array, Float32Array, Float64Array, Int32Array, Int64Array, RecordBatch,
+        StringArray,
     };
     use arrow_schema::{DataType, Field, Schema as ArrowSchema};
     use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
@@ -509,6 +517,74 @@ mod test {
         assert_eq!(result, expected);
     }
 
+    #[test]
+    fn schema_evolution_adds_date_column_with_nulls() {
+        // Reproduces TestSelect.readAndWriteWithBranchAfterSchemaChange from iceberg-spark.
+        // When reading old snapshots after adding a DATE column, the transformer must
+        // populate the new column with NULL values since old files lack this field.
+        let snapshot_schema = Arc::new(
+            Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::optional(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::optional(3, "date_col", Type::Primitive(PrimitiveType::Date))
+                        .into(),
+                ])
+                .build()
+                .unwrap(),
+        );
+        let projected_iceberg_field_ids = [1, 2, 3];
+
+        let mut transformer =
+            RecordBatchTransformer::build(snapshot_schema, &projected_iceberg_field_ids);
+
+        let file_schema = Arc::new(ArrowSchema::new(vec![
+            simple_field("id", DataType::Int32, false, "1"),
+            simple_field("name", DataType::Utf8, true, "2"),
+        ]));
+
+        let file_batch = RecordBatch::try_new(file_schema, vec![
+            Arc::new(Int32Array::from(vec![1, 2, 3])),
+            Arc::new(StringArray::from(vec![
+                Some("Alice"),
+                Some("Bob"),
+                Some("Charlie"),
+            ])),
+        ])
+        .unwrap();
+
+        let result = transformer.process_record_batch(file_batch).unwrap();
+
+        assert_eq!(result.num_columns(), 3);
+        assert_eq!(result.num_rows(), 3);
+
+        let id_column = result
+            .column(0)
+            .as_any()
+            .downcast_ref::<Int32Array>()
+            .unwrap();
+        assert_eq!(id_column.values(), &[1, 2, 3]);
+
+        let name_column = result
+            .column(1)
+            .as_any()
+            .downcast_ref::<StringArray>()
+            .unwrap();
+        assert_eq!(name_column.value(0), "Alice");
+        assert_eq!(name_column.value(1), "Bob");
+        assert_eq!(name_column.value(2), "Charlie");
+
+        let date_column = result
+            .column(2)
+            .as_any()
+            .downcast_ref::<Date32Array>()
+            .unwrap();
+        assert!(date_column.is_null(0));
+        assert!(date_column.is_null(1));
+        assert!(date_column.is_null(2));
+    }
+
     pub fn source_record_batch() -> RecordBatch {
         RecordBatch::try_new(
             arrow_schema_promotion_addition_and_renaming_required(),
diff --git a/crates/iceberg/src/delete_file_index.rs b/crates/iceberg/src/delete_file_index.rs
index d8f7a872e1..4f6fd28483 100644
--- a/crates/iceberg/src/delete_file_index.rs
+++ b/crates/iceberg/src/delete_file_index.rs
@@ -42,7 +42,7 @@ enum DeleteFileIndexState {
 #[derive(Debug)]
 struct PopulatedDeleteFileIndex {
     #[allow(dead_code)]
-    global_deletes: Vec<Arc<DeleteFileContext>>,
+    global_equality_deletes: Vec<Arc<DeleteFileContext>>,
     eq_deletes_by_partition: HashMap<Struct, Vec<Arc<DeleteFileContext>>>,
     pos_deletes_by_partition: HashMap<Struct, Vec<Arc<DeleteFileContext>>>,
     // TODO: do we need this?
@@ -65,7 +65,8 @@ impl DeleteFileIndex {
         spawn({
             let state = state.clone();
             async move {
-                let delete_files = delete_file_stream.collect::<Vec<_>>().await;
+                let delete_files: Vec<DeleteFileContext> =
+                    delete_file_stream.collect::<Vec<_>>().await;
 
                 let populated_delete_file_index = PopulatedDeleteFileIndex::new(delete_files);
 
@@ -114,7 +115,7 @@ impl PopulatedDeleteFileIndex {
     ///
     /// 1. The partition information is extracted from each delete file's manifest entry.
     /// 2. If the partition is empty and the delete file is not a positional delete,
-    ///    it is added to the `global_deletes` vector
+    ///    it is added to the `global_equality_deletes` vector
     /// 3. Otherwise, the delete file is added to one of two hash maps based on its content type.
     fn new(files: Vec<DeleteFileContext>) -> PopulatedDeleteFileIndex {
         let mut eq_deletes_by_partition: HashMap<Struct, Vec<Arc<DeleteFileContext>>> =
@@ -122,7 +123,7 @@ impl PopulatedDeleteFileIndex {
         let mut pos_deletes_by_partition: HashMap<Struct, Vec<Arc<DeleteFileContext>>> =
             HashMap::default();
 
-        let mut global_deletes: Vec<Arc<DeleteFileContext>> = vec![];
+        let mut global_equality_deletes: Vec<Arc<DeleteFileContext>> = vec![];
 
         files.into_iter().for_each(|ctx| {
             let arc_ctx = Arc::new(ctx);
@@ -133,7 +134,7 @@ impl PopulatedDeleteFileIndex {
             if partition.fields().is_empty() {
                 // TODO: confirm we're good to skip here if we encounter a pos del
                 if arc_ctx.manifest_entry.content_type() != DataContentType::PositionDeletes {
-                    global_deletes.push(arc_ctx);
+                    global_equality_deletes.push(arc_ctx);
                     return;
                 }
             }
@@ -153,7 +154,7 @@ impl PopulatedDeleteFileIndex {
         });
 
         PopulatedDeleteFileIndex {
-            global_deletes,
+            global_equality_deletes,
             eq_deletes_by_partition,
             pos_deletes_by_partition,
         }
@@ -167,12 +168,12 @@ impl PopulatedDeleteFileIndex {
     ) -> Vec<FileScanTaskDeleteFile> {
         let mut results = vec![];
 
-        self.global_deletes
+        self.global_equality_deletes
             .iter()
-            // filter that returns true if the provided delete file's sequence number is **greater than or equal to** `seq_num`
+            // filter that returns true if the provided delete file's sequence number is **greater than** `seq_num`
             .filter(|&delete| {
                 seq_num
-                    .map(|seq_num| delete.manifest_entry.sequence_number() >= Some(seq_num))
+                    .map(|seq_num| delete.manifest_entry.sequence_number() > Some(seq_num))
                     .unwrap_or_else(|| true)
             })
             .for_each(|delete| results.push(delete.as_ref().into()));
@@ -185,6 +186,7 @@ impl PopulatedDeleteFileIndex {
                     seq_num
                         .map(|seq_num| delete.manifest_entry.sequence_number() > Some(seq_num))
                         .unwrap_or_else(|| true)
+                        && data_file.partition_spec_id == delete.partition_spec_id
                 })
                 .for_each(|delete| results.push(delete.as_ref().into()));
         }
@@ -201,6 +203,7 @@ impl PopulatedDeleteFileIndex {
                     seq_num
                         .map(|seq_num| delete.manifest_entry.sequence_number() >= Some(seq_num))
                         .unwrap_or_else(|| true)
+                        && data_file.partition_spec_id == delete.partition_spec_id
                 })
                 .for_each(|delete| results.push(delete.as_ref().into()));
         }
@@ -208,3 +211,274 @@ impl PopulatedDeleteFileIndex {
         results
     }
 }
+
+#[cfg(test)]
+mod tests {
+    use uuid::Uuid;
+
+    use super::*;
+    use crate::spec::{
+        DataContentType, DataFileBuilder, DataFileFormat, Literal, ManifestEntry, ManifestStatus,
+        Struct,
+    };
+
+    #[test]
+    fn test_delete_file_index_unpartitioned() {
+        let deletes: Vec<ManifestEntry> = vec![
+            build_added_manifest_entry(4, &build_unpartitioned_eq_delete()),
+            build_added_manifest_entry(6, &build_unpartitioned_eq_delete()),
+            build_added_manifest_entry(5, &build_unpartitioned_pos_delete()),
+            build_added_manifest_entry(6, &build_unpartitioned_pos_delete()),
+        ];
+
+        let delete_file_paths: Vec<String> = deletes
+            .iter()
+            .map(|file| file.file_path().to_string())
+            .collect();
+
+        let delete_contexts: Vec<DeleteFileContext> = deletes
+            .into_iter()
+            .map(|entry| DeleteFileContext {
+                manifest_entry: entry.into(),
+                partition_spec_id: 0,
+            })
+            .collect();
+
+        let delete_file_index = PopulatedDeleteFileIndex::new(delete_contexts);
+
+        let data_file = build_unpartitioned_data_file();
+
+        // All deletes apply to sequence 0
+        let delete_files_to_apply_for_seq_0 =
+            delete_file_index.get_deletes_for_data_file(&data_file, Some(0));
+        assert_eq!(delete_files_to_apply_for_seq_0.len(), 4);
+
+        // All deletes apply to sequence 3
+        let delete_files_to_apply_for_seq_3 =
+            delete_file_index.get_deletes_for_data_file(&data_file, Some(3));
+        assert_eq!(delete_files_to_apply_for_seq_3.len(), 4);
+
+        // Last 3 deletes apply to sequence 4
+        let delete_files_to_apply_for_seq_4 =
+            delete_file_index.get_deletes_for_data_file(&data_file, Some(4));
+        let actual_paths_to_apply_for_seq_4: Vec<String> = delete_files_to_apply_for_seq_4
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+
+        assert_eq!(
+            actual_paths_to_apply_for_seq_4,
+            delete_file_paths[delete_file_paths.len() - 3..]
+        );
+
+        // Last 3 deletes apply to sequence 5
+        let delete_files_to_apply_for_seq_5 =
+            delete_file_index.get_deletes_for_data_file(&data_file, Some(5));
+        let actual_paths_to_apply_for_seq_5: Vec<String> = delete_files_to_apply_for_seq_5
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+        assert_eq!(
+            actual_paths_to_apply_for_seq_5,
+            delete_file_paths[delete_file_paths.len() - 3..]
+        );
+
+        // Only the last position delete applies to sequence 6
+        let delete_files_to_apply_for_seq_6 =
+            delete_file_index.get_deletes_for_data_file(&data_file, Some(6));
+        let actual_paths_to_apply_for_seq_6: Vec<String> = delete_files_to_apply_for_seq_6
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+        assert_eq!(
+            actual_paths_to_apply_for_seq_6,
+            delete_file_paths[delete_file_paths.len() - 1..]
+        );
+
+        // The 2 global equality deletes should match against any partitioned file
+        let partitioned_file =
+            build_partitioned_data_file(&Struct::from_iter([Some(Literal::long(100))]), 1);
+
+        let delete_files_to_apply_for_partitioned_file =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(0));
+        let actual_paths_to_apply_for_partitioned_file: Vec<String> =
+            delete_files_to_apply_for_partitioned_file
+                .into_iter()
+                .map(|file| file.file_path)
+                .collect();
+        assert_eq!(
+            actual_paths_to_apply_for_partitioned_file,
+            delete_file_paths[..2]
+        );
+    }
+
+    #[test]
+    fn test_delete_file_index_partitioned() {
+        let partition_one = Struct::from_iter([Some(Literal::long(100))]);
+        let spec_id = 1;
+        let deletes: Vec<ManifestEntry> = vec![
+            build_added_manifest_entry(4, &build_partitioned_eq_delete(&partition_one, spec_id)),
+            build_added_manifest_entry(6, &build_partitioned_eq_delete(&partition_one, spec_id)),
+            build_added_manifest_entry(5, &build_partitioned_pos_delete(&partition_one, spec_id)),
+            build_added_manifest_entry(6, &build_partitioned_pos_delete(&partition_one, spec_id)),
+        ];
+
+        let delete_file_paths: Vec<String> = deletes
+            .iter()
+            .map(|file| file.file_path().to_string())
+            .collect();
+
+        let delete_contexts: Vec<DeleteFileContext> = deletes
+            .into_iter()
+            .map(|entry| DeleteFileContext {
+                manifest_entry: entry.into(),
+                partition_spec_id: spec_id,
+            })
+            .collect();
+
+        let delete_file_index = PopulatedDeleteFileIndex::new(delete_contexts);
+
+        let partitioned_file =
+            build_partitioned_data_file(&Struct::from_iter([Some(Literal::long(100))]), spec_id);
+
+        // All deletes apply to sequence 0
+        let delete_files_to_apply_for_seq_0 =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(0));
+        assert_eq!(delete_files_to_apply_for_seq_0.len(), 4);
+
+        // All deletes apply to sequence 3
+        let delete_files_to_apply_for_seq_3 =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(3));
+        assert_eq!(delete_files_to_apply_for_seq_3.len(), 4);
+
+        // Last 3 deletes apply to sequence 4
+        let delete_files_to_apply_for_seq_4 =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(4));
+        let actual_paths_to_apply_for_seq_4: Vec<String> = delete_files_to_apply_for_seq_4
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+
+        assert_eq!(
+            actual_paths_to_apply_for_seq_4,
+            delete_file_paths[delete_file_paths.len() - 3..]
+        );
+
+        // Last 3 deletes apply to sequence 5
+        let delete_files_to_apply_for_seq_5 =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(5));
+        let actual_paths_to_apply_for_seq_5: Vec<String> = delete_files_to_apply_for_seq_5
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+        assert_eq!(
+            actual_paths_to_apply_for_seq_5,
+            delete_file_paths[delete_file_paths.len() - 3..]
+        );
+
+        // Only the last position delete applies to sequence 6
+        let delete_files_to_apply_for_seq_6 =
+            delete_file_index.get_deletes_for_data_file(&partitioned_file, Some(6));
+        let actual_paths_to_apply_for_seq_6: Vec<String> = delete_files_to_apply_for_seq_6
+            .into_iter()
+            .map(|file| file.file_path)
+            .collect();
+        assert_eq!(
+            actual_paths_to_apply_for_seq_6,
+            delete_file_paths[delete_file_paths.len() - 1..]
+        );
+
+        // Data file with different partition tuples does not match any delete files
+        let partitioned_second_file =
+            build_partitioned_data_file(&Struct::from_iter([Some(Literal::long(200))]), 1);
+        let delete_files_to_apply_for_different_partition =
+            delete_file_index.get_deletes_for_data_file(&partitioned_second_file, Some(0));
+        let actual_paths_to_apply_for_different_partition: Vec<String> =
+            delete_files_to_apply_for_different_partition
+                .into_iter()
+                .map(|file| file.file_path)
+                .collect();
+        assert!(actual_paths_to_apply_for_different_partition.is_empty());
+
+        // Data file with same tuple but different spec ID does not match any delete files
+        let partitioned_different_spec = build_partitioned_data_file(&partition_one, 2);
+        let delete_files_to_apply_for_different_spec =
+            delete_file_index.get_deletes_for_data_file(&partitioned_different_spec, Some(0));
+        let actual_paths_to_apply_for_different_spec: Vec<String> =
+            delete_files_to_apply_for_different_spec
+                .into_iter()
+                .map(|file| file.file_path)
+                .collect();
+        assert!(actual_paths_to_apply_for_different_spec.is_empty());
+    }
+
+    fn build_unpartitioned_eq_delete() -> DataFile {
+        build_partitioned_eq_delete(&Struct::empty(), 0)
+    }
+
+    fn build_partitioned_eq_delete(partition: &Struct, spec_id: i32) -> DataFile {
+        DataFileBuilder::default()
+            .file_path(format!("{}_equality_delete.parquet", Uuid::new_v4()))
+            .file_format(DataFileFormat::Parquet)
+            .content(DataContentType::EqualityDeletes)
+            .equality_ids(Some(vec![1]))
+            .record_count(1)
+            .partition(partition.clone())
+            .partition_spec_id(spec_id)
+            .file_size_in_bytes(100)
+            .build()
+            .unwrap()
+    }
+
+    fn build_unpartitioned_pos_delete() -> DataFile {
+        build_partitioned_pos_delete(&Struct::empty(), 0)
+    }
+
+    fn build_partitioned_pos_delete(partition: &Struct, spec_id: i32) -> DataFile {
+        DataFileBuilder::default()
+            .file_path(format!("{}-pos-delete.parquet", Uuid::new_v4()))
+            .file_format(DataFileFormat::Parquet)
+            .content(DataContentType::PositionDeletes)
+            .record_count(1)
+            .referenced_data_file(Some("/some-data-file.parquet".to_string()))
+            .partition(partition.clone())
+            .partition_spec_id(spec_id)
+            .file_size_in_bytes(100)
+            .build()
+            .unwrap()
+    }
+
+    fn build_unpartitioned_data_file() -> DataFile {
+        DataFileBuilder::default()
+            .file_path(format!("{}-data.parquet", Uuid::new_v4()))
+            .file_format(DataFileFormat::Parquet)
+            .content(DataContentType::Data)
+            .record_count(100)
+            .partition(Struct::empty())
+            .partition_spec_id(0)
+            .file_size_in_bytes(100)
+            .build()
+            .unwrap()
+    }
+
+    fn build_partitioned_data_file(partition_value: &Struct, spec_id: i32) -> DataFile {
+        DataFileBuilder::default()
+            .file_path(format!("{}-data.parquet", Uuid::new_v4()))
+            .file_format(DataFileFormat::Parquet)
+            .content(DataContentType::Data)
+            .record_count(100)
+            .partition(partition_value.clone())
+            .partition_spec_id(spec_id)
+            .file_size_in_bytes(100)
+            .build()
+            .unwrap()
+    }
+
+    fn build_added_manifest_entry(data_seq_number: i64, file: &DataFile) -> ManifestEntry {
+        ManifestEntry::builder()
+            .status(ManifestStatus::Added)
+            .sequence_number(data_seq_number)
+            .data_file(file.clone())
+            .build()
+    }
+}
diff --git a/crates/iceberg/src/io/file_io.rs b/crates/iceberg/src/io/file_io.rs
index 6e2d152ed7..48b9396bc9 100644
--- a/crates/iceberg/src/io/file_io.rs
+++ b/crates/iceberg/src/io/file_io.rs
@@ -17,14 +17,17 @@
 
 use std::any::{Any, TypeId};
 use std::collections::HashMap;
+use std::fmt::Debug;
 use std::ops::Range;
 use std::sync::Arc;
 
+use async_trait::async_trait;
 use bytes::Bytes;
-use opendal::Operator;
 use url::Url;
 
-use super::storage::Storage;
+// Re-export traits from storage module
+pub use super::storage::{Storage, StorageBuilder, StorageBuilderRegistry};
+use crate::io::STORAGE_LOCATION_SCHEME;
 use crate::{Error, ErrorKind, Result};
 
 /// FileIO implementation, used to manipulate files in underlying storage.
@@ -48,7 +51,7 @@ use crate::{Error, ErrorKind, Result};
 pub struct FileIO {
     builder: FileIOBuilder,
 
-    inner: Arc<Storage>,
+    inner: Arc<dyn Storage>,
 }
 
 impl FileIO {
@@ -89,8 +92,7 @@ impl FileIO {
     ///
     /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
     pub async fn delete(&self, path: impl AsRef<str>) -> Result<()> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        Ok(op.delete(relative_path).await?)
+        self.inner.delete(path.as_ref()).await
     }
 
     /// Remove the path and all nested dirs and files recursively.
@@ -100,8 +102,7 @@ impl FileIO {
     /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
     #[deprecated(note = "use remove_dir_all instead", since = "0.4.0")]
     pub async fn remove_all(&self, path: impl AsRef<str>) -> Result<()> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        Ok(op.remove_all(relative_path).await?)
+        self.inner.remove_dir_all(path.as_ref()).await
     }
 
     /// Remove the path and all nested dirs and files recursively.
@@ -116,13 +117,7 @@ impl FileIO {
     /// - If the path is a empty directory, this function will remove the directory itself.
     /// - If the path is a non-empty directory, this function will remove the directory and all nested files and directories.
     pub async fn remove_dir_all(&self, path: impl AsRef<str>) -> Result<()> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        let path = if relative_path.ends_with('/') {
-            relative_path.to_string()
-        } else {
-            format!("{relative_path}/")
-        };
-        Ok(op.remove_all(&path).await?)
+        self.inner.remove_dir_all(path.as_ref()).await
     }
 
     /// Check file exists.
@@ -131,8 +126,7 @@ impl FileIO {
     ///
     /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
     pub async fn exists(&self, path: impl AsRef<str>) -> Result<bool> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        Ok(op.exists(relative_path).await?)
+        self.inner.exists(path.as_ref()).await
     }
 
     /// Creates input file.
@@ -141,14 +135,7 @@ impl FileIO {
     ///
     /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
     pub fn new_input(&self, path: impl AsRef<str>) -> Result<InputFile> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        let path = path.as_ref().to_string();
-        let relative_path_pos = path.len() - relative_path.len();
-        Ok(InputFile {
-            op,
-            path,
-            relative_path_pos,
-        })
+        self.inner.new_input(path.as_ref())
     }
 
     /// Creates output file.
@@ -157,14 +144,7 @@ impl FileIO {
     ///
     /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
     pub fn new_output(&self, path: impl AsRef<str>) -> Result<OutputFile> {
-        let (op, relative_path) = self.inner.create_operator(&path)?;
-        let path = path.as_ref().to_string();
-        let relative_path_pos = path.len() - relative_path.len();
-        Ok(OutputFile {
-            op,
-            path,
-            relative_path_pos,
-        })
+        self.inner.new_output(path.as_ref())
     }
 }
 
@@ -194,6 +174,29 @@ impl Extensions {
 }
 
 /// Builder for [`FileIO`].
+///
+/// # Custom Storage Implementations
+///
+/// You can use custom storage implementations by creating a custom
+/// [`StorageBuilderRegistry`] and registering your storage builder:
+///
+/// ```rust,ignore
+/// use iceberg::io::{StorageBuilderRegistry, StorageBuilder, FileIOBuilder};
+/// use std::sync::Arc;
+///
+/// // Create your custom storage builder
+/// let my_builder = Arc::new(MyCustomStorageBuilder);
+///
+/// // Register it with a custom scheme
+/// let mut registry = StorageBuilderRegistry::new();
+/// registry.register("mycustom", my_builder);
+///
+/// // Use it to build FileIO
+/// let file_io = FileIOBuilder::new("mycustom")
+///     .with_prop("key", "value")
+///     .with_registry(registry)
+///     .build()?;
+/// ```
 #[derive(Clone, Debug)]
 pub struct FileIOBuilder {
     /// This is used to infer scheme of operator.
@@ -204,6 +207,8 @@ pub struct FileIOBuilder {
     props: HashMap<String, String>,
     /// Optional extensions to configure the underlying FileIO behavior.
     extensions: Extensions,
+    /// Optional custom registry. If None, a default registry will be created.
+    registry: Option<StorageBuilderRegistry>,
 }
 
 impl FileIOBuilder {
@@ -214,6 +219,7 @@ impl FileIOBuilder {
             scheme_str: Some(scheme_str.to_string()),
             props: HashMap::default(),
             extensions: Extensions::default(),
+            registry: None,
         }
     }
 
@@ -223,17 +229,26 @@ impl FileIOBuilder {
             scheme_str: None,
             props: HashMap::default(),
             extensions: Extensions::default(),
+            registry: None,
         }
     }
 
     /// Fetch the scheme string.
     ///
     /// The scheme_str will be empty if it's None.
-    pub fn into_parts(self) -> (String, HashMap<String, String>, Extensions) {
+    pub fn into_parts(
+        self,
+    ) -> (
+        String,
+        HashMap<String, String>,
+        Extensions,
+        Option<StorageBuilderRegistry>,
+    ) {
         (
             self.scheme_str.unwrap_or_default(),
             self.props,
             self.extensions,
+            self.registry,
         )
     }
 
@@ -271,12 +286,49 @@ impl FileIOBuilder {
         self.extensions.get::<T>()
     }
 
+    /// Sets a custom storage builder registry.
+    ///
+    /// This allows you to register custom storage implementations that can be used
+    /// when building the FileIO. If not set, a default registry with built-in
+    /// storage types will be used.
+    ///
+    /// # Example
+    ///
+    /// ```rust,ignore
+    /// use iceberg::io::{StorageBuilderRegistry, FileIOBuilder};
+    /// use std::sync::Arc;
+    ///
+    /// let mut registry = StorageBuilderRegistry::new();
+    /// registry.register("mycustom", Arc::new(MyCustomStorageBuilder));
+    ///
+    /// let file_io = FileIOBuilder::new("mycustom")
+    ///     .with_registry(registry)
+    ///     .build()?;
+    /// ```
+    pub fn with_registry(mut self, registry: StorageBuilderRegistry) -> Self {
+        self.registry = Some(registry);
+        self
+    }
+
     /// Builds [`FileIO`].
     pub fn build(self) -> Result<FileIO> {
-        let storage = Storage::build(self.clone())?;
+        // Use the scheme to determine the storage type
+        let scheme = self.scheme_str.clone().unwrap_or_default();
+
+        // Use custom registry if provided, otherwise create default
+        let registry = self.registry.clone().unwrap_or_default();
+
+        let builder = registry.get_builder(scheme.as_str())?;
+
+        let mut props_with_scheme = self.props.clone();
+        props_with_scheme.insert(STORAGE_LOCATION_SCHEME.to_string(), scheme);
+
+        // Build storage with props and extensions
+        let storage = builder.build(props_with_scheme, self.extensions.clone())?;
+
         Ok(FileIO {
             builder: self,
-            inner: Arc::new(storage),
+            inner: storage,
         })
     }
 }
@@ -305,7 +357,7 @@ pub trait FileRead: Send + Sync + Unpin + 'static {
 
 #[async_trait::async_trait]
 impl FileRead for opendal::Reader {
-    async fn read(&self, range: Range<u64>) -> crate::Result<Bytes> {
+    async fn read(&self, range: Range<u64>) -> Result<Bytes> {
         Ok(opendal::Reader::read(self, range).await?.to_bytes())
     }
 }
@@ -313,49 +365,53 @@ impl FileRead for opendal::Reader {
 /// Input file is used for reading from files.
 #[derive(Debug)]
 pub struct InputFile {
-    op: Operator,
-    // Absolution path of file.
+    storage: Arc<dyn Storage>,
     path: String,
-    // Relative path of file to uri, starts at [`relative_path_pos`]
-    relative_path_pos: usize,
 }
 
 impl InputFile {
+    /// Creates a new input file.
+    ///
+    /// # Arguments
+    ///
+    /// * `storage` - The storage backend to use
+    /// * `path` - Absolute path to the file
+    pub fn new(storage: Arc<dyn Storage>, path: String) -> Self {
+        Self { storage, path }
+    }
+
+    /// Returns the storage backend for this input file.
+    pub fn storage(&self) -> &Arc<dyn Storage> {
+        &self.storage
+    }
+
     /// Absolute path to root uri.
     pub fn location(&self) -> &str {
         &self.path
     }
 
     /// Check if file exists.
-    pub async fn exists(&self) -> crate::Result<bool> {
-        Ok(self.op.exists(&self.path[self.relative_path_pos..]).await?)
+    pub async fn exists(&self) -> Result<bool> {
+        self.storage.exists(&self.path).await
     }
 
     /// Fetch and returns metadata of file.
-    pub async fn metadata(&self) -> crate::Result<FileMetadata> {
-        let meta = self.op.stat(&self.path[self.relative_path_pos..]).await?;
-
-        Ok(FileMetadata {
-            size: meta.content_length(),
-        })
+    pub async fn metadata(&self) -> Result<FileMetadata> {
+        self.storage.metadata(&self.path).await
     }
 
     /// Read and returns whole content of file.
     ///
     /// For continuous reading, use [`Self::reader`] instead.
-    pub async fn read(&self) -> crate::Result<Bytes> {
-        Ok(self
-            .op
-            .read(&self.path[self.relative_path_pos..])
-            .await?
-            .to_bytes())
+    pub async fn read(&self) -> Result<Bytes> {
+        self.storage.read(&self.path).await
     }
 
     /// Creates [`FileRead`] for continuous reading.
     ///
     /// For one-time reading, use [`Self::read`] instead.
-    pub async fn reader(&self) -> crate::Result<impl FileRead + use<>> {
-        Ok(self.op.reader(&self.path[self.relative_path_pos..]).await?)
+    pub async fn reader(&self) -> Result<Box<dyn FileRead>> {
+        self.storage.reader(&self.path).await
     }
 }
 
@@ -365,17 +421,17 @@ impl InputFile {
 ///
 /// It's possible for us to remove the async_trait, but we need to figure
 /// out how to handle the object safety.
-#[async_trait::async_trait]
-pub trait FileWrite: Send + Unpin + 'static {
+#[async_trait]
+pub trait FileWrite: Send + Sync + Unpin + 'static {
     /// Write bytes to file.
     ///
     /// TODO: we can support writing non-contiguous bytes in the future.
-    async fn write(&mut self, bs: Bytes) -> crate::Result<()>;
+    async fn write(&mut self, bs: Bytes) -> Result<()>;
 
     /// Close file.
     ///
     /// Calling close on closed file will generate an error.
-    async fn close(&mut self) -> crate::Result<()>;
+    async fn close(&mut self) -> Result<()>;
 }
 
 #[async_trait::async_trait]
@@ -401,17 +457,29 @@ impl FileWrite for Box<dyn FileWrite> {
     }
 }
 
-/// Output file is used for writing to files..
+/// Output file is used for writing to files.
 #[derive(Debug)]
 pub struct OutputFile {
-    op: Operator,
-    // Absolution path of file.
+    storage: Arc<dyn Storage>,
     path: String,
-    // Relative path of file to uri, starts at [`relative_path_pos`]
-    relative_path_pos: usize,
 }
 
 impl OutputFile {
+    /// Creates a new output file.
+    ///
+    /// # Arguments
+    ///
+    /// * `storage` - The storage backend to use
+    /// * `path` - Absolute path to the file
+    pub fn new(storage: Arc<dyn Storage>, path: String) -> Self {
+        Self { storage, path }
+    }
+
+    /// Returns the storage backend for this output file.
+    pub fn storage(&self) -> &Arc<dyn Storage> {
+        &self.storage
+    }
+
     /// Relative path to root uri.
     pub fn location(&self) -> &str {
         &self.path
@@ -419,23 +487,19 @@ impl OutputFile {
 
     /// Checks if file exists.
     pub async fn exists(&self) -> Result<bool> {
-        Ok(self.op.exists(&self.path[self.relative_path_pos..]).await?)
+        self.storage.exists(&self.path).await
     }
 
     /// Deletes file.
     ///
     /// If the file does not exist, it will not return error.
     pub async fn delete(&self) -> Result<()> {
-        Ok(self.op.delete(&self.path[self.relative_path_pos..]).await?)
+        self.storage.delete(&self.path).await
     }
 
     /// Converts into [`InputFile`].
     pub fn to_input_file(self) -> InputFile {
-        InputFile {
-            op: self.op,
-            path: self.path,
-            relative_path_pos: self.relative_path_pos,
-        }
+        InputFile::new(self.storage, self.path)
     }
 
     /// Create a new output file with given bytes.
@@ -445,9 +509,7 @@ impl OutputFile {
     /// Calling `write` will overwrite the file if it exists.
     /// For continuous writing, use [`Self::writer`].
     pub async fn write(&self, bs: Bytes) -> crate::Result<()> {
-        let mut writer = self.writer().await?;
-        writer.write(bs).await?;
-        writer.close().await
+        self.storage.write(self.path.as_str(), bs).await
     }
 
     /// Creates output file for continuous writing.
@@ -456,24 +518,129 @@ impl OutputFile {
     ///
     /// For one-time writing, use [`Self::write`] instead.
     pub async fn writer(&self) -> crate::Result<Box<dyn FileWrite>> {
-        Ok(Box::new(
-            self.op.writer(&self.path[self.relative_path_pos..]).await?,
-        ))
+        Ok(Box::new(self.storage.writer(&self.path).await?))
     }
 }
 
 #[cfg(test)]
 mod tests {
+    use std::collections::HashMap;
     use std::fs::{File, create_dir_all};
     use std::io::Write;
     use std::path::Path;
+    use std::sync::{Arc, Mutex, MutexGuard};
 
+    use async_trait::async_trait;
     use bytes::Bytes;
     use futures::AsyncReadExt;
     use futures::io::AllowStdIo;
     use tempfile::TempDir;
 
     use super::{FileIO, FileIOBuilder};
+    use crate::io::{
+        Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile,
+        STORAGE_LOCATION_SCHEME, Storage, StorageBuilder, StorageBuilderRegistry,
+    };
+    use crate::{Error, ErrorKind, Result};
+
+    // Test storage implementation that tracks write operations
+    #[derive(Debug, Clone)]
+    struct TestStorage {
+        written: Arc<Mutex<Vec<String>>>,
+        received_props: HashMap<String, String>,
+    }
+
+    #[allow(dead_code)]
+    impl TestStorage {
+        pub fn written(&self) -> MutexGuard<'_, Vec<String>> {
+            self.written.lock().unwrap()
+        }
+
+        pub fn received_props(&self) -> &HashMap<String, String> {
+            &self.received_props
+        }
+    }
+
+    #[async_trait]
+    impl Storage for TestStorage {
+        async fn exists(&self, _path: &str) -> Result<bool> {
+            Ok(true)
+        }
+
+        async fn metadata(&self, _path: &str) -> Result<FileMetadata> {
+            Ok(FileMetadata { size: 42 })
+        }
+
+        async fn read(&self, _path: &str) -> Result<Bytes> {
+            Ok(Bytes::from("test data"))
+        }
+
+        async fn reader(&self, _path: &str) -> Result<Box<dyn FileRead>> {
+            Err(Error::new(
+                ErrorKind::FeatureUnsupported,
+                "TestStorage does not support reader",
+            ))
+        }
+
+        async fn write(&self, path: &str, _bs: Bytes) -> Result<()> {
+            self.written.lock().unwrap().push(path.to_string());
+            Ok(())
+        }
+
+        async fn writer(&self, _path: &str) -> Result<Box<dyn FileWrite>> {
+            Err(Error::new(
+                ErrorKind::FeatureUnsupported,
+                "TestStorage does not support writer",
+            ))
+        }
+
+        async fn delete(&self, _path: &str) -> Result<()> {
+            Ok(())
+        }
+
+        async fn remove_dir_all(&self, _path: &str) -> Result<()> {
+            Ok(())
+        }
+
+        fn new_input(&self, path: &str) -> Result<InputFile> {
+            Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+        }
+
+        fn new_output(&self, path: &str) -> Result<OutputFile> {
+            Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+        }
+    }
+
+    // Test storage builder
+    #[derive(Debug)]
+    struct TestStorageBuilder {
+        written: Arc<Mutex<Vec<String>>>,
+        received_props: Arc<Mutex<HashMap<String, String>>>,
+    }
+
+    impl TestStorageBuilder {
+        pub fn written(&self) -> MutexGuard<'_, Vec<String>> {
+            self.written.lock().unwrap()
+        }
+
+        pub fn received_props(&self) -> MutexGuard<'_, HashMap<String, String>> {
+            self.received_props.lock().unwrap()
+        }
+    }
+
+    impl StorageBuilder for TestStorageBuilder {
+        fn build(
+            &self,
+            props: HashMap<String, String>,
+            _extensions: Extensions,
+        ) -> Result<Arc<dyn Storage>> {
+            *self.received_props.lock().unwrap() = props.clone();
+            Ok(Arc::new(TestStorage {
+                written: self.written.clone(),
+                received_props: props,
+            }))
+        }
+    }
 
     fn create_local_file_io() -> FileIO {
         FileIOBuilder::new_fs_io().build().unwrap()
@@ -617,4 +784,117 @@ mod tests {
         io.delete(&path).await.unwrap();
         assert!(!io.exists(&path).await.unwrap());
     }
+
+    #[test]
+    fn test_custom_registry() {
+        // Create a custom registry and register test storage
+        let builder = Arc::new(TestStorageBuilder {
+            written: Arc::new(Mutex::new(Vec::new())),
+            received_props: Arc::new(Mutex::new(HashMap::new())),
+        });
+
+        let mut registry = StorageBuilderRegistry::new();
+        registry.register("test", builder.clone());
+
+        // Build FileIO with custom storage
+        let file_io = FileIOBuilder::new("test")
+            .with_registry(registry)
+            .build()
+            .unwrap();
+
+        // Verify we can create files with the custom storage
+        assert!(file_io.new_output("test://test.txt").is_ok());
+        assert!(file_io.new_input("test://test.txt").is_ok());
+    }
+
+    #[tokio::test]
+    async fn test_custom_registry_operations() {
+        // Create test storage with write tracking
+        let builder = Arc::new(TestStorageBuilder {
+            written: Arc::new(Mutex::new(Vec::new())),
+            received_props: Arc::new(Mutex::new(HashMap::new())),
+        });
+
+        let mut registry = StorageBuilderRegistry::new();
+        registry.register("test", builder.clone());
+
+        // Build FileIO with test storage
+        let file_io = FileIOBuilder::new("test")
+            .with_registry(registry)
+            .build()
+            .unwrap();
+
+        // Perform operations
+        let output = file_io.new_output("test://bucket/file.txt").unwrap();
+        output.write(Bytes::from("test")).await.unwrap();
+
+        let input = file_io.new_input("test://bucket/file.txt").unwrap();
+        let data = input.read().await.unwrap();
+        assert_eq!(data, Bytes::from("test data"));
+
+        let metadata = input.metadata().await.unwrap();
+        assert_eq!(metadata.size, 42);
+
+        // Verify write was tracked
+        let tracked = builder.written();
+        assert_eq!(tracked.len(), 1);
+        assert_eq!(tracked[0], "test://bucket/file.txt");
+    }
+
+    #[test]
+    fn test_scheme_and_props_propagation() {
+        // Create test storage that captures props
+        let builder = Arc::new(TestStorageBuilder {
+            written: Arc::new(Mutex::new(Vec::new())),
+            received_props: Arc::new(Mutex::new(HashMap::new())),
+        });
+
+        let mut registry = StorageBuilderRegistry::new();
+        registry.register("myscheme", builder.clone());
+
+        // Build FileIO with custom scheme and additional props
+        let file_io = FileIOBuilder::new("myscheme")
+            .with_prop("custom.prop", "custom_value")
+            .with_registry(registry)
+            .build()
+            .unwrap();
+
+        // Verify the storage was created
+        assert!(file_io.new_output("myscheme://test.txt").is_ok());
+
+        // Verify the scheme was propagated to the builder
+        let props = builder.received_props();
+        assert_eq!(
+            props.get(STORAGE_LOCATION_SCHEME),
+            Some(&"myscheme".to_string())
+        );
+        // Verify custom props were also passed
+        assert_eq!(props.get("custom.prop"), Some(&"custom_value".to_string()));
+    }
+
+    #[test]
+    fn test_into_parts_includes_registry() {
+        let registry = StorageBuilderRegistry::new();
+
+        let builder = FileIOBuilder::new("memory")
+            .with_prop("key", "value")
+            .with_registry(registry.clone());
+
+        let (scheme, props, _extensions, returned_registry) = builder.into_parts();
+
+        assert_eq!(scheme, "memory");
+        assert_eq!(props.get("key"), Some(&"value".to_string()));
+        assert!(returned_registry.is_some());
+    }
+
+    #[test]
+    fn test_into_parts_without_registry() {
+        let builder = FileIOBuilder::new("memory").with_prop("key", "value");
+
+        let (scheme, props, _extensions, returned_registry) = builder.into_parts();
+
+        assert_eq!(scheme, "memory");
+        assert_eq!(props.get("key"), Some(&"value".to_string()));
+        assert!(returned_registry.is_none());
+    }
 }
diff --git a/crates/iceberg/src/io/mod.rs b/crates/iceberg/src/io/mod.rs
index 5eb5964345..209be5321d 100644
--- a/crates/iceberg/src/io/mod.rs
+++ b/crates/iceberg/src/io/mod.rs
@@ -70,8 +70,12 @@ mod file_io;
 mod storage;
 
 pub use file_io::*;
+pub use storage::{Storage, StorageBuilder, StorageBuilderRegistry};
 pub(crate) mod object_cache;
 
+/// Property key used to pass the scheme string from FileIOBuilder to StorageBuilder.
+pub const STORAGE_LOCATION_SCHEME: &str = "iceberg.storage.location.scheme";
+
 #[cfg(feature = "storage-azdls")]
 mod storage_azdls;
 #[cfg(feature = "storage-fs")]
@@ -87,12 +91,8 @@ mod storage_s3;
 
 #[cfg(feature = "storage-azdls")]
 pub use storage_azdls::*;
-#[cfg(feature = "storage-fs")]
-use storage_fs::*;
 #[cfg(feature = "storage-gcs")]
 pub use storage_gcs::*;
-#[cfg(feature = "storage-memory")]
-use storage_memory::*;
 #[cfg(feature = "storage-oss")]
 pub use storage_oss::*;
 #[cfg(feature = "storage-s3")]
diff --git a/crates/iceberg/src/io/storage.rs b/crates/iceberg/src/io/storage.rs
index 3de4f10dbf..03f5b77155 100644
--- a/crates/iceberg/src/io/storage.rs
+++ b/crates/iceberg/src/io/storage.rs
@@ -15,220 +15,296 @@
 // specific language governing permissions and limitations
 // under the License.
 
+//! Storage traits and implementations for Iceberg.
+//!
+//! This module provides the core storage abstraction used throughout Iceberg Rust.
+//! Storage implementations handle reading and writing files across different backends
+//! (S3, GCS, Azure, local filesystem, etc.).
+
+use std::collections::HashMap;
+use std::fmt::Debug;
 use std::sync::Arc;
 
-use opendal::layers::RetryLayer;
-#[cfg(feature = "storage-azdls")]
-use opendal::services::AzdlsConfig;
-#[cfg(feature = "storage-gcs")]
-use opendal::services::GcsConfig;
-#[cfg(feature = "storage-oss")]
-use opendal::services::OssConfig;
-#[cfg(feature = "storage-s3")]
-use opendal::services::S3Config;
-use opendal::{Operator, Scheme};
-
-#[cfg(feature = "storage-azdls")]
-use super::AzureStorageScheme;
-use super::FileIOBuilder;
-#[cfg(feature = "storage-s3")]
-use crate::io::CustomAwsCredentialLoader;
-use crate::{Error, ErrorKind};
-
-/// The storage carries all supported storage services in iceberg
-#[derive(Debug)]
-pub(crate) enum Storage {
-    #[cfg(feature = "storage-memory")]
-    Memory(Operator),
-    #[cfg(feature = "storage-fs")]
-    LocalFs,
-    /// Expects paths of the form `s3[a]://<bucket>/<path>`.
-    #[cfg(feature = "storage-s3")]
-    S3 {
-        /// s3 storage could have `s3://` and `s3a://`.
-        /// Storing the scheme string here to return the correct path.
-        configured_scheme: String,
-        config: Arc<S3Config>,
-        customized_credential_load: Option<CustomAwsCredentialLoader>,
-    },
-    #[cfg(feature = "storage-gcs")]
-    Gcs { config: Arc<GcsConfig> },
-    #[cfg(feature = "storage-oss")]
-    Oss { config: Arc<OssConfig> },
-    /// Expects paths of the form
-    /// `abfs[s]://<filesystem>@<account>.dfs.<endpoint-suffix>/<path>` or
-    /// `wasb[s]://<container>@<account>.blob.<endpoint-suffix>/<path>`.
-    #[cfg(feature = "storage-azdls")]
-    Azdls {
-        /// Because Azdls accepts multiple possible schemes, we store the full
-        /// passed scheme here to later validate schemes passed via paths.
-        configured_scheme: AzureStorageScheme,
-        config: Arc<AzdlsConfig>,
-    },
-}
+use async_trait::async_trait;
+use bytes::Bytes;
 
-impl Storage {
-    /// Convert iceberg config to opendal config.
-    pub(crate) fn build(file_io_builder: FileIOBuilder) -> crate::Result<Self> {
-        let (scheme_str, props, extensions) = file_io_builder.into_parts();
-        let scheme = Self::parse_scheme(&scheme_str)?;
-
-        match scheme {
-            #[cfg(feature = "storage-memory")]
-            Scheme::Memory => Ok(Self::Memory(super::memory_config_build()?)),
-            #[cfg(feature = "storage-fs")]
-            Scheme::Fs => Ok(Self::LocalFs),
-            #[cfg(feature = "storage-s3")]
-            Scheme::S3 => Ok(Self::S3 {
-                configured_scheme: scheme_str,
-                config: super::s3_config_parse(props)?.into(),
-                customized_credential_load: extensions
-                    .get::<CustomAwsCredentialLoader>()
-                    .map(Arc::unwrap_or_clone),
-            }),
-            #[cfg(feature = "storage-gcs")]
-            Scheme::Gcs => Ok(Self::Gcs {
-                config: super::gcs_config_parse(props)?.into(),
-            }),
-            #[cfg(feature = "storage-oss")]
-            Scheme::Oss => Ok(Self::Oss {
-                config: super::oss_config_parse(props)?.into(),
-            }),
-            #[cfg(feature = "storage-azdls")]
-            Scheme::Azdls => {
-                let scheme = scheme_str.parse::<AzureStorageScheme>()?;
-                Ok(Self::Azdls {
-                    config: super::azdls_config_parse(props)?.into(),
-                    configured_scheme: scheme,
-                })
-            }
-            // Update doc on [`FileIO`] when adding new schemes.
-            _ => Err(Error::new(
-                ErrorKind::FeatureUnsupported,
-                format!("Constructing file io from scheme: {scheme} not supported now",),
-            )),
-        }
-    }
+use super::{Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile};
+use crate::Result;
+
+/// Trait for storage operations in Iceberg.
+///
+/// This trait defines the interface for all storage backends. Implementations
+/// provide access to different storage systems like S3, GCS, Azure, local filesystem, etc.
+///
+/// # Example
+///
+/// ```rust,ignore
+/// use iceberg::io::Storage;
+///
+/// async fn example(storage: Arc<dyn Storage>) -> Result<()> {
+///     // Check if file exists
+///     if storage.exists("s3://bucket/path/file.parquet").await? {
+///         // Read file
+///         let data = storage.read("s3://bucket/path/file.parquet").await?;
+///     }
+///     Ok(())
+/// }
+/// ```
+#[async_trait]
+pub trait Storage: Debug + Send + Sync {
+    /// Check if a file exists at the given path
+    async fn exists(&self, path: &str) -> Result<bool>;
+
+    /// Get metadata from an input path
+    async fn metadata(&self, path: &str) -> Result<FileMetadata>;
+
+    /// Read bytes from a path
+    async fn read(&self, path: &str) -> Result<Bytes>;
+
+    /// Get FileRead from a path
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>>;
+
+    /// Write bytes to an output path
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()>;
+
+    /// Get FileWrite from a path
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>>;
+
+    /// Delete a file at the given path
+    async fn delete(&self, path: &str) -> Result<()>;
+
+    /// Remove a directory and all its contents recursively
+    async fn remove_dir_all(&self, path: &str) -> Result<()>;
+
+    /// Create a new input file for reading
+    fn new_input(&self, path: &str) -> Result<InputFile>;
+
+    /// Create a new output file for writing
+    fn new_output(&self, path: &str) -> Result<OutputFile>;
+}
 
-    /// Creates operator from path.
+/// Common interface for all storage builders.
+///
+/// Storage builders are responsible for creating storage instances from configuration
+/// properties and extensions. Each storage backend (S3, GCS, etc.) provides its own
+/// builder implementation.
+///
+/// # Example
+///
+/// ```rust,ignore
+/// use iceberg::io::{StorageBuilder, Extensions};
+/// use std::collections::HashMap;
+///
+/// struct MyStorageBuilder;
+///
+/// impl StorageBuilder for MyStorageBuilder {
+///     fn build(
+///         &self,
+///         props: HashMap<String, String>,
+///         extensions: Extensions,
+///     ) -> Result<Arc<dyn Storage>> {
+///         // Parse configuration and create storage
+///         Ok(Arc::new(MyStorage::new(props)?))
+///     }
+/// }
+/// ```
+pub trait StorageBuilder: Debug + Send + Sync {
+    /// Create a new storage instance with the given properties and extensions.
     ///
     /// # Arguments
     ///
-    /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
+    /// * `props` - Configuration properties for the storage backend
+    /// * `extensions` - Additional extensions (e.g., custom credential loaders)
     ///
     /// # Returns
     ///
-    /// The return value consists of two parts:
-    ///
-    /// * An [`opendal::Operator`] instance used to operate on file.
-    /// * Relative path to the root uri of [`opendal::Operator`].
-    pub(crate) fn create_operator<'a>(
+    /// An `Arc<dyn Storage>` that can be used for file operations.
+    fn build(
         &self,
-        path: &'a impl AsRef<str>,
-    ) -> crate::Result<(Operator, &'a str)> {
-        let path = path.as_ref();
-        let (operator, relative_path): (Operator, &str) = match self {
-            #[cfg(feature = "storage-memory")]
-            Storage::Memory(op) => {
-                if let Some(stripped) = path.strip_prefix("memory:/") {
-                    Ok::<_, crate::Error>((op.clone(), stripped))
-                } else {
-                    Ok::<_, crate::Error>((op.clone(), &path[1..]))
-                }
-            }
-            #[cfg(feature = "storage-fs")]
-            Storage::LocalFs => {
-                let op = super::fs_config_build()?;
-
-                if let Some(stripped) = path.strip_prefix("file:/") {
-                    Ok::<_, crate::Error>((op, stripped))
-                } else {
-                    Ok::<_, crate::Error>((op, &path[1..]))
-                }
-            }
-            #[cfg(feature = "storage-s3")]
-            Storage::S3 {
-                configured_scheme,
-                config,
-                customized_credential_load,
-            } => {
-                let op = super::s3_config_build(config, customized_credential_load, path)?;
-                let op_info = op.info();
-
-                // Check prefix of s3 path.
-                let prefix = format!("{}://{}/", configured_scheme, op_info.name());
-                if path.starts_with(&prefix) {
-                    Ok((op, &path[prefix.len()..]))
-                } else {
-                    Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        format!("Invalid s3 url: {}, should start with {}", path, prefix),
-                    ))
-                }
-            }
-            #[cfg(feature = "storage-gcs")]
-            Storage::Gcs { config } => {
-                let operator = super::gcs_config_build(config, path)?;
-                let prefix = format!("gs://{}/", operator.info().name());
-                if path.starts_with(&prefix) {
-                    Ok((operator, &path[prefix.len()..]))
-                } else {
-                    Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        format!("Invalid gcs url: {}, should start with {}", path, prefix),
-                    ))
-                }
-            }
-            #[cfg(feature = "storage-oss")]
-            Storage::Oss { config } => {
-                let op = super::oss_config_build(config, path)?;
-
-                // Check prefix of oss path.
-                let prefix = format!("oss://{}/", op.info().name());
-                if path.starts_with(&prefix) {
-                    Ok((op, &path[prefix.len()..]))
-                } else {
-                    Err(Error::new(
-                        ErrorKind::DataInvalid,
-                        format!("Invalid oss url: {}, should start with {}", path, prefix),
-                    ))
-                }
-            }
-            #[cfg(feature = "storage-azdls")]
-            Storage::Azdls {
-                configured_scheme,
-                config,
-            } => super::azdls_create_operator(path, config, configured_scheme),
-            #[cfg(all(
-                not(feature = "storage-s3"),
-                not(feature = "storage-fs"),
-                not(feature = "storage-gcs"),
-                not(feature = "storage-oss"),
-                not(feature = "storage-azdls"),
-            ))]
-            _ => Err(Error::new(
-                ErrorKind::FeatureUnsupported,
-                "No storage service has been enabled",
-            )),
-        }?;
-
-        // Transient errors are common for object stores; however there's no
-        // harm in retrying temporary failures for other storage backends as well.
-        let operator = operator.layer(RetryLayer::new());
-
-        Ok((operator, relative_path))
-    }
+        props: HashMap<String, String>,
+        extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>>;
+}
+
+/// A registry of storage builders.
+///
+/// The registry allows you to register custom storage builders for different URI schemes.
+/// By default, it includes builders for all enabled storage features.
+///
+/// # Example
+///
+/// ```rust
+/// use iceberg::io::StorageBuilderRegistry;
+///
+/// // Create a new registry with default builders
+/// let registry = StorageBuilderRegistry::new();
+///
+/// // Get supported storage types
+/// let types = registry.supported_types();
+/// println!("Supported storage types: {:?}", types);
+///
+/// // Get a builder for a specific scheme
+/// # #[cfg(feature = "storage-memory")]
+/// # {
+/// let builder = registry.get_builder("memory").unwrap();
+/// # }
+/// ```
+///
+/// You can also register custom storage builders:
+///
+/// ```rust,ignore
+/// use std::sync::Arc;
+/// use iceberg::io::{StorageBuilderRegistry, StorageBuilder};
+///
+/// let mut registry = StorageBuilderRegistry::new();
+///
+/// // Register a custom storage builder
+/// registry.register("custom", Arc::new(MyCustomStorageBuilder));
+/// ```
+#[derive(Debug, Clone)]
+pub struct StorageBuilderRegistry {
+    builders: HashMap<String, Arc<dyn StorageBuilder>>,
+}
+
+impl StorageBuilderRegistry {
+    /// Create a new storage registry with default builders based on enabled features.
+    pub fn new() -> Self {
+        let mut builders: HashMap<String, Arc<dyn StorageBuilder>> = HashMap::new();
+
+        #[cfg(feature = "storage-memory")]
+        {
+            use crate::io::storage_memory::OpenDALMemoryStorageBuilder;
+            let builder = Arc::new(OpenDALMemoryStorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("memory".to_string(), builder);
+        }
+
+        #[cfg(feature = "storage-fs")]
+        {
+            use crate::io::storage_fs::OpenDALFsStorageBuilder;
+            let builder = Arc::new(OpenDALFsStorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("file".to_string(), builder.clone());
+            builders.insert("".to_string(), builder);
+        }
+
+        #[cfg(feature = "storage-s3")]
+        {
+            use crate::io::storage_s3::OpenDALS3StorageBuilder;
+            let builder = Arc::new(OpenDALS3StorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("s3".to_string(), builder.clone());
+            builders.insert("s3a".to_string(), builder);
+        }
+
+        #[cfg(feature = "storage-gcs")]
+        {
+            use crate::io::storage_gcs::OpenDALGcsStorageBuilder;
+            let builder = Arc::new(OpenDALGcsStorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("gs".to_string(), builder.clone());
+            builders.insert("gcs".to_string(), builder);
+        }
 
-    /// Parse scheme.
-    fn parse_scheme(scheme: &str) -> crate::Result<Scheme> {
-        match scheme {
-            "memory" => Ok(Scheme::Memory),
-            "file" | "" => Ok(Scheme::Fs),
-            "s3" | "s3a" => Ok(Scheme::S3),
-            "gs" | "gcs" => Ok(Scheme::Gcs),
-            "oss" => Ok(Scheme::Oss),
-            "abfss" | "abfs" | "wasbs" | "wasb" => Ok(Scheme::Azdls),
-            s => Ok(s.parse::<Scheme>()?),
+        #[cfg(feature = "storage-oss")]
+        {
+            use crate::io::storage_oss::OpenDALOssStorageBuilder;
+            let builder = Arc::new(OpenDALOssStorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("oss".to_string(), builder);
         }
+
+        #[cfg(feature = "storage-azdls")]
+        {
+            use crate::io::storage_azdls::OpenDALAzdlsStorageBuilder;
+            let builder = Arc::new(OpenDALAzdlsStorageBuilder) as Arc<dyn StorageBuilder>;
+            builders.insert("abfs".to_string(), builder.clone());
+            builders.insert("abfss".to_string(), builder.clone());
+            builders.insert("wasb".to_string(), builder.clone());
+            builders.insert("wasbs".to_string(), builder);
+        }
+
+        Self { builders }
+    }
+
+    /// Register a custom storage builder for a given scheme.
+    pub fn register(&mut self, scheme: impl Into<String>, builder: Arc<dyn StorageBuilder>) {
+        self.builders.insert(scheme.into(), builder);
+    }
+
+    /// Get a storage builder by scheme.
+    pub fn get_builder(&self, scheme: &str) -> Result<Arc<dyn StorageBuilder>> {
+        let key = scheme.trim();
+        self.builders
+            .iter()
+            .find(|(k, _)| k.eq_ignore_ascii_case(key))
+            .map(|(_, builder)| builder.clone())
+            .ok_or_else(|| {
+                use crate::{Error, ErrorKind};
+                Error::new(
+                    ErrorKind::FeatureUnsupported,
+                    format!(
+                        "Unsupported storage type: {}. Supported types: {}",
+                        scheme,
+                        self.supported_types().join(", ")
+                    ),
+                )
+            })
+    }
+
+    /// Return the list of supported storage types.
+    pub fn supported_types(&self) -> Vec<String> {
+        self.builders.keys().cloned().collect()
+    }
+}
+
+impl Default for StorageBuilderRegistry {
+    fn default() -> Self {
+        Self::new()
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use super::*;
+
+    #[test]
+    fn test_storage_builder_registry_new() {
+        let registry = StorageBuilderRegistry::new();
+        let types = registry.supported_types();
+
+        // At least one storage type should be available
+        assert!(!types.is_empty());
+    }
+
+    #[test]
+    #[cfg(feature = "storage-memory")]
+    fn test_storage_builder_registry_get_builder() {
+        let registry = StorageBuilderRegistry::new();
+
+        // Should be able to get memory storage builder
+        let builder = registry.get_builder("memory");
+        assert!(builder.is_ok());
+
+        // Should be case-insensitive
+        let builder = registry.get_builder("MEMORY");
+        assert!(builder.is_ok());
+    }
+
+    #[test]
+    fn test_storage_builder_registry_unsupported_type() {
+        let registry = StorageBuilderRegistry::new();
+
+        // Should return error for unsupported type
+        let result = registry.get_builder("unsupported");
+        assert!(result.is_err());
+    }
+
+    #[test]
+    #[cfg(feature = "storage-memory")]
+    fn test_storage_builder_registry_clone() {
+        let registry = StorageBuilderRegistry::new();
+        let cloned = registry.clone();
+
+        // Both should have the same builders
+        assert_eq!(
+            registry.supported_types().len(),
+            cloned.supported_types().len()
+        );
     }
 }
diff --git a/crates/iceberg/src/io/storage_azdls.rs b/crates/iceberg/src/io/storage_azdls.rs
index fe12167f6f..f0a85e44b1 100644
--- a/crates/iceberg/src/io/storage_azdls.rs
+++ b/crates/iceberg/src/io/storage_azdls.rs
@@ -18,11 +18,18 @@
 use std::collections::HashMap;
 use std::fmt::Display;
 use std::str::FromStr;
+use std::sync::Arc;
 
-use opendal::Configurator;
+use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::services::AzdlsConfig;
+use opendal::{Configurator, Operator};
 use url::Url;
 
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, STORAGE_LOCATION_SCHEME,
+    Storage, StorageBuilder,
+};
 use crate::{Error, ErrorKind, Result, ensure_data_valid};
 
 /// A connection string.
@@ -125,7 +132,7 @@ pub(crate) fn azdls_create_operator<'a>(
 ///   paths are expected to contain the `dfs` storage service.
 /// - `wasb[s]` is used to refer to files in Blob Storage directly; paths are
 ///   expected to contain the `blob` storage service.
-#[derive(Debug, PartialEq)]
+#[derive(Debug, Clone, PartialEq)]
 pub(crate) enum AzureStorageScheme {
     Abfs,
     Abfss,
@@ -597,3 +604,111 @@ mod tests {
         }
     }
 }
+
+/// Azure Data Lake Storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALAzdlsStorage {
+    /// Because Azdls accepts multiple possible schemes, we store the full
+    /// passed scheme here to later validate schemes passed via paths.
+    configured_scheme: AzureStorageScheme,
+    config: Arc<AzdlsConfig>,
+}
+
+impl OpenDALAzdlsStorage {
+    /// Creates operator from path.
+    fn create_operator<'a>(&self, path: &'a str) -> Result<(Operator, &'a str)> {
+        let (op, relative_path) =
+            azdls_create_operator(path, &self.config, &self.configured_scheme)?;
+        let op = op.layer(opendal::layers::RetryLayer::new());
+        Ok((op, relative_path))
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALAzdlsStorage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let meta = op.stat(relative_path).await?;
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for Azure Data Lake Storage
+#[derive(Debug)]
+pub struct OpenDALAzdlsStorageBuilder;
+
+impl StorageBuilder for OpenDALAzdlsStorageBuilder {
+    fn build(
+        &self,
+        props: HashMap<String, String>,
+        _extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        // Get the scheme string from the props or use default
+        let scheme_str = props
+            .get(STORAGE_LOCATION_SCHEME)
+            .cloned()
+            .unwrap_or_else(|| "abfs".to_string());
+
+        // Parse the scheme
+        let scheme = scheme_str.parse::<AzureStorageScheme>()?;
+
+        // Parse Azdls config from props
+        let config = azdls_config_parse(props)?;
+
+        Ok(Arc::new(OpenDALAzdlsStorage {
+            configured_scheme: scheme,
+            config: Arc::new(config),
+        }))
+    }
+}
diff --git a/crates/iceberg/src/io/storage_fs.rs b/crates/iceberg/src/io/storage_fs.rs
index d3e121a085..0b612351f7 100644
--- a/crates/iceberg/src/io/storage_fs.rs
+++ b/crates/iceberg/src/io/storage_fs.rs
@@ -15,10 +15,18 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::collections::HashMap;
+use std::sync::Arc;
+
+use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::Operator;
 use opendal::services::FsConfig;
 
 use crate::Result;
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, Storage, StorageBuilder,
+};
 
 /// Build new opendal operator from give path.
 pub(crate) fn fs_config_build() -> Result<Operator> {
@@ -27,3 +35,99 @@ pub(crate) fn fs_config_build() -> Result<Operator> {
 
     Ok(Operator::from_config(cfg)?.finish())
 }
+
+/// Filesystem storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALFsStorage;
+
+impl OpenDALFsStorage {
+    /// Extract relative path from file:// URLs
+    fn extract_relative_path<'a>(&self, path: &'a str) -> &'a str {
+        if let Some(stripped) = path.strip_prefix("file:/") {
+            stripped
+        } else {
+            &path[1..]
+        }
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALFsStorage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        Ok(op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        let meta = op.stat(relative_path).await?;
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        Ok(op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        Ok(Box::new(op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        Ok(Box::new(op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        Ok(op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let relative_path = self.extract_relative_path(path);
+        let op = fs_config_build()?;
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for OpenDAL Filesystem storage
+#[derive(Debug)]
+pub struct OpenDALFsStorageBuilder;
+
+impl StorageBuilder for OpenDALFsStorageBuilder {
+    fn build(
+        &self,
+        _props: HashMap<String, String>,
+        _extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        Ok(Arc::new(OpenDALFsStorage))
+    }
+}
diff --git a/crates/iceberg/src/io/storage_gcs.rs b/crates/iceberg/src/io/storage_gcs.rs
index 8c3d914c86..f3dc0212a9 100644
--- a/crates/iceberg/src/io/storage_gcs.rs
+++ b/crates/iceberg/src/io/storage_gcs.rs
@@ -17,12 +17,18 @@
 //! Google Cloud Storage properties
 
 use std::collections::HashMap;
+use std::sync::Arc;
 
+use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::Operator;
 use opendal::services::GcsConfig;
 use url::Url;
 
-use crate::io::is_truthy;
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, Storage, StorageBuilder,
+    is_truthy,
+};
 use crate::{Error, ErrorKind, Result};
 
 // Reference: https://github.com/apache/iceberg/blob/main/gcp/src/main/java/org/apache/iceberg/gcp/GCPProperties.java
@@ -104,3 +110,104 @@ pub(crate) fn gcs_config_build(cfg: &GcsConfig, path: &str) -> Result<Operator>
     cfg.bucket = bucket.to_string();
     Ok(Operator::from_config(cfg)?.finish())
 }
+
+/// GCS storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALGcsStorage {
+    config: Arc<GcsConfig>,
+}
+
+impl OpenDALGcsStorage {
+    /// Creates operator from path.
+    fn create_operator<'a>(&self, path: &'a str) -> Result<(Operator, &'a str)> {
+        let operator = gcs_config_build(&self.config, path)?;
+        let prefix = format!("gs://{}/", operator.info().name());
+
+        if path.starts_with(&prefix) {
+            let op = operator.layer(opendal::layers::RetryLayer::new());
+            Ok((op, &path[prefix.len()..]))
+        } else {
+            Err(Error::new(
+                ErrorKind::DataInvalid,
+                format!("Invalid gcs url: {}, should start with {}", path, prefix),
+            ))
+        }
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALGcsStorage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let meta = op.stat(relative_path).await?;
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for OpenDAL GCS storage
+#[derive(Debug)]
+pub struct OpenDALGcsStorageBuilder;
+
+impl StorageBuilder for OpenDALGcsStorageBuilder {
+    fn build(
+        &self,
+        props: HashMap<String, String>,
+        _extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        let cfg = gcs_config_parse(props)?;
+        Ok(Arc::new(OpenDALGcsStorage {
+            config: Arc::new(cfg),
+        }))
+    }
+}
diff --git a/crates/iceberg/src/io/storage_memory.rs b/crates/iceberg/src/io/storage_memory.rs
index b8023717b6..b72a0b7abc 100644
--- a/crates/iceberg/src/io/storage_memory.rs
+++ b/crates/iceberg/src/io/storage_memory.rs
@@ -15,11 +15,107 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::collections::HashMap;
+use std::sync::Arc;
+
+use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::Operator;
 use opendal::services::MemoryConfig;
 
 use crate::Result;
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, Storage, StorageBuilder,
+};
+
+/// Memory storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALMemoryStorage {
+    op: Operator,
+}
+
+impl OpenDALMemoryStorage {
+    /// Extract relative path from memory:// URLs
+    fn extract_relative_path<'a>(&self, path: &'a str) -> &'a str {
+        if let Some(stripped) = path.strip_prefix("memory:/") {
+            stripped
+        } else {
+            &path[1..]
+        }
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALMemoryStorage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let relative_path = self.extract_relative_path(path);
+        Ok(self.op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let relative_path = self.extract_relative_path(path);
+        let meta = self.op.stat(relative_path).await?;
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let relative_path = self.extract_relative_path(path);
+        Ok(self.op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let relative_path = self.extract_relative_path(path);
+        Ok(Box::new(self.op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let relative_path = self.extract_relative_path(path);
+        Ok(Box::new(self.op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let relative_path = self.extract_relative_path(path);
+        Ok(self.op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let relative_path = self.extract_relative_path(path);
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(self.op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for OpenDAL Memory storage
+#[derive(Debug)]
+pub struct OpenDALMemoryStorageBuilder;
 
-pub(crate) fn memory_config_build() -> Result<Operator> {
-    Ok(Operator::from_config(MemoryConfig::default())?.finish())
+impl StorageBuilder for OpenDALMemoryStorageBuilder {
+    fn build(
+        &self,
+        _props: HashMap<String, String>,
+        _extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        let op = Operator::from_config(MemoryConfig::default())?.finish();
+        Ok(Arc::new(OpenDALMemoryStorage { op }))
+    }
 }
diff --git a/crates/iceberg/src/io/storage_oss.rs b/crates/iceberg/src/io/storage_oss.rs
index 8bfffc6ca8..c070edef01 100644
--- a/crates/iceberg/src/io/storage_oss.rs
+++ b/crates/iceberg/src/io/storage_oss.rs
@@ -16,11 +16,17 @@
 // under the License.
 
 use std::collections::HashMap;
+use std::sync::Arc;
 
+use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::services::OssConfig;
 use opendal::{Configurator, Operator};
 use url::Url;
 
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, Storage, StorageBuilder,
+};
 use crate::{Error, ErrorKind, Result};
 
 /// Required configuration arguments for creating an Aliyun OSS Operator with OpenDAL:
@@ -64,3 +70,104 @@ pub(crate) fn oss_config_build(cfg: &OssConfig, path: &str) -> Result<Operator>
 
     Ok(Operator::new(builder)?.finish())
 }
+
+/// OSS storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALOssStorage {
+    config: Arc<OssConfig>,
+}
+
+impl OpenDALOssStorage {
+    /// Creates operator from path.
+    fn create_operator<'a>(&self, path: &'a str) -> Result<(Operator, &'a str)> {
+        let op = oss_config_build(&self.config, path)?;
+        let prefix = format!("oss://{}/", op.info().name());
+
+        if path.starts_with(&prefix) {
+            let op = op.layer(opendal::layers::RetryLayer::new());
+            Ok((op, &path[prefix.len()..]))
+        } else {
+            Err(Error::new(
+                ErrorKind::DataInvalid,
+                format!("Invalid oss url: {}, should start with {}", path, prefix),
+            ))
+        }
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALOssStorage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let meta = op.stat(relative_path).await?;
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for OpenDAL OSS storage
+#[derive(Debug)]
+pub struct OpenDALOssStorageBuilder;
+
+impl StorageBuilder for OpenDALOssStorageBuilder {
+    fn build(
+        &self,
+        props: HashMap<String, String>,
+        _extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        let cfg = oss_config_parse(props)?;
+        Ok(Arc::new(OpenDALOssStorage {
+            config: Arc::new(cfg),
+        }))
+    }
+}
diff --git a/crates/iceberg/src/io/storage_s3.rs b/crates/iceberg/src/io/storage_s3.rs
index f2408331c5..cc8d84ca77 100644
--- a/crates/iceberg/src/io/storage_s3.rs
+++ b/crates/iceberg/src/io/storage_s3.rs
@@ -19,13 +19,17 @@ use std::collections::HashMap;
 use std::sync::Arc;
 
 use async_trait::async_trait;
+use bytes::Bytes;
 use opendal::services::S3Config;
 use opendal::{Configurator, Operator};
 pub use reqsign::{AwsCredential, AwsCredentialLoad};
 use reqwest::Client;
 use url::Url;
 
-use crate::io::is_truthy;
+use crate::io::{
+    Extensions, FileMetadata, FileRead, FileWrite, InputFile, OutputFile, STORAGE_LOCATION_SCHEME,
+    Storage, StorageBuilder, is_truthy,
+};
 use crate::{Error, ErrorKind, Result};
 
 /// Following are arguments for [s3 file io](https://py.iceberg.apache.org/configuration/#s3).
@@ -214,3 +218,138 @@ impl AwsCredentialLoad for CustomAwsCredentialLoader {
         self.0.load_credential(client).await
     }
 }
+
+/// S3 storage implementation using OpenDAL
+#[derive(Debug, Clone)]
+pub struct OpenDALS3Storage {
+    /// s3 storage could have `s3://` and `s3a://`.
+    /// Storing the scheme string here to return the correct path.
+    configured_scheme: String,
+    config: Arc<S3Config>,
+    customized_credential_load: Option<CustomAwsCredentialLoader>,
+}
+
+impl OpenDALS3Storage {
+    /// Creates operator from path.
+    ///
+    /// # Arguments
+    ///
+    /// * path: It should be *absolute* path starting with scheme string used to construct [`FileIO`].
+    ///
+    /// # Returns
+    ///
+    /// The return value consists of two parts:
+    ///
+    /// * An [`opendal::Operator`] instance used to operate on file.
+    /// * Relative path to the root uri of [`opendal::Operator`].
+    fn create_operator<'a>(&self, path: &'a str) -> Result<(Operator, &'a str)> {
+        let op = s3_config_build(&self.config, &self.customized_credential_load, path)?;
+        let op_info = op.info();
+
+        // Check prefix of s3 path.
+        let prefix = format!("{}://{}/", self.configured_scheme, op_info.name());
+        if path.starts_with(&prefix) {
+            // Add retry layer for transient errors
+            let op = op.layer(opendal::layers::RetryLayer::new());
+            Ok((op, &path[prefix.len()..]))
+        } else {
+            Err(Error::new(
+                ErrorKind::DataInvalid,
+                format!("Invalid s3 url: {}, should start with {}", path, prefix),
+            ))
+        }
+    }
+}
+
+#[async_trait]
+impl Storage for OpenDALS3Storage {
+    async fn exists(&self, path: &str) -> Result<bool> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.exists(relative_path).await?)
+    }
+
+    async fn metadata(&self, path: &str) -> Result<FileMetadata> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let meta = op.stat(relative_path).await?;
+
+        Ok(FileMetadata {
+            size: meta.content_length(),
+        })
+    }
+
+    async fn read(&self, path: &str) -> Result<Bytes> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.read(relative_path).await?.to_bytes())
+    }
+
+    async fn reader(&self, path: &str) -> Result<Box<dyn FileRead>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.reader(relative_path).await?))
+    }
+
+    async fn write(&self, path: &str, bs: Bytes) -> Result<()> {
+        let mut writer = self.writer(path).await?;
+        writer.write(bs).await?;
+        writer.close().await
+    }
+
+    async fn writer(&self, path: &str) -> Result<Box<dyn FileWrite>> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(Box::new(op.writer(relative_path).await?))
+    }
+
+    async fn delete(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        Ok(op.delete(relative_path).await?)
+    }
+
+    async fn remove_dir_all(&self, path: &str) -> Result<()> {
+        let (op, relative_path) = self.create_operator(path)?;
+        let path = if relative_path.ends_with('/') {
+            relative_path.to_string()
+        } else {
+            format!("{relative_path}/")
+        };
+        Ok(op.remove_all(&path).await?)
+    }
+
+    fn new_input(&self, path: &str) -> Result<InputFile> {
+        Ok(InputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+
+    fn new_output(&self, path: &str) -> Result<OutputFile> {
+        Ok(OutputFile::new(Arc::new(self.clone()), path.to_string()))
+    }
+}
+
+/// Builder for S3 storage
+#[derive(Debug)]
+pub struct OpenDALS3StorageBuilder;
+
+impl StorageBuilder for OpenDALS3StorageBuilder {
+    fn build(
+        &self,
+        props: HashMap<String, String>,
+        extensions: Extensions,
+    ) -> Result<Arc<dyn Storage>> {
+        // Get the scheme string from the props or use "s3" as default
+        let scheme_str = props
+            .get(STORAGE_LOCATION_SCHEME)
+            .cloned()
+            .unwrap_or_else(|| "s3".to_string());
+
+        // Parse S3 config from props
+        let config = s3_config_parse(props)?;
+
+        // Get customized credential loader from extensions if available
+        let customized_credential_load = extensions
+            .get::<CustomAwsCredentialLoader>()
+            .map(Arc::unwrap_or_clone);
+
+        Ok(Arc::new(OpenDALS3Storage {
+            configured_scheme: scheme_str,
+            config: Arc::new(config),
+            customized_credential_load,
+        }))
+    }
+}
diff --git a/crates/iceberg/src/puffin/metadata.rs b/crates/iceberg/src/puffin/metadata.rs
index 6039c7f820..2686db06d6 100644
--- a/crates/iceberg/src/puffin/metadata.rs
+++ b/crates/iceberg/src/puffin/metadata.rs
@@ -288,10 +288,13 @@ impl FileMetadata {
 
         let input_file_length = input_file.metadata().await?.size;
         let footer_payload_length =
-            FileMetadata::read_footer_payload_length(&file_read, input_file_length).await?;
-        let footer_bytes =
-            FileMetadata::read_footer_bytes(&file_read, input_file_length, footer_payload_length)
-                .await?;
+            FileMetadata::read_footer_payload_length(file_read.as_ref(), input_file_length).await?;
+        let footer_bytes = FileMetadata::read_footer_bytes(
+            file_read.as_ref(),
+            input_file_length,
+            footer_payload_length,
+        )
+        .await?;
 
         let magic_length = FileMetadata::MAGIC_LENGTH as usize;
         // check first four bytes of footer
diff --git a/crates/iceberg/src/puffin/reader.rs b/crates/iceberg/src/puffin/reader.rs
index dce53d93f0..8941d4a8fc 100644
--- a/crates/iceberg/src/puffin/reader.rs
+++ b/crates/iceberg/src/puffin/reader.rs
@@ -18,7 +18,7 @@
 use tokio::sync::OnceCell;
 
 use crate::Result;
-use crate::io::{FileRead, InputFile};
+use crate::io::InputFile;
 use crate::puffin::blob::Blob;
 use crate::puffin::metadata::{BlobMetadata, FileMetadata};
 
diff --git a/crates/iceberg/src/transaction/snapshot.rs b/crates/iceberg/src/transaction/snapshot.rs
index a03b8dc490..93dd819d5c 100644
--- a/crates/iceberg/src/transaction/snapshot.rs
+++ b/crates/iceberg/src/transaction/snapshot.rs
@@ -380,17 +380,8 @@ impl<'a> SnapshotProducer<'a> {
         snapshot_produce_operation: OP,
         process: MP,
     ) -> Result<ActionCommit> {
-        let new_manifests = self
-            .manifest_file(&snapshot_produce_operation, &process)
-            .await?;
-        let next_seq_num = self.table.metadata().next_sequence_number();
-
-        let summary = self.summary(&snapshot_produce_operation).map_err(|err| {
-            Error::new(ErrorKind::Unexpected, "Failed to create snapshot summary.").with_source(err)
-        })?;
-
         let manifest_list_path = self.generate_manifest_list_file_path(0);
-
+        let next_seq_num = self.table.metadata().next_sequence_number();
         let mut manifest_list_writer = match self.table.metadata().format_version() {
             FormatVersion::V1 => ManifestListWriter::v1(
                 self.table
@@ -408,6 +399,18 @@ impl<'a> SnapshotProducer<'a> {
                 next_seq_num,
             ),
         };
+
+        // Calling self.summary() before self.manifest_file() is important because self.added_data_files
+        // will be set to an empty vec after self.manifest_file() returns, resulting in an empty summary
+        // being generated.
+        let summary = self.summary(&snapshot_produce_operation).map_err(|err| {
+            Error::new(ErrorKind::Unexpected, "Failed to create snapshot summary.").with_source(err)
+        })?;
+
+        let new_manifests = self
+            .manifest_file(&snapshot_produce_operation, &process)
+            .await?;
+
         manifest_list_writer.add_manifests(new_manifests.into_iter())?;
         manifest_list_writer.close().await?;
 
diff --git a/crates/iceberg/src/transform/mod.rs b/crates/iceberg/src/transform/mod.rs
index 4cc0d1fe8f..809d2dafe0 100644
--- a/crates/iceberg/src/transform/mod.rs
+++ b/crates/iceberg/src/transform/mod.rs
@@ -17,6 +17,8 @@
 
 //! Transform function used to compute partition values.
 
+use std::fmt::Debug;
+
 use arrow_array::ArrayRef;
 
 use crate::spec::{Datum, Transform};
@@ -29,7 +31,7 @@ mod truncate;
 mod void;
 
 /// TransformFunction is a trait that defines the interface for all transform functions.
-pub trait TransformFunction: Send + Sync {
+pub trait TransformFunction: Send + Sync + Debug {
     /// transform will take an input array and transform it into a new array.
     /// The implementation of this function will need to check and downcast the input to specific
     /// type.
diff --git a/crates/iceberg/src/writer/base_writer/data_file_writer.rs b/crates/iceberg/src/writer/base_writer/data_file_writer.rs
index a950547d33..b9de4efda7 100644
--- a/crates/iceberg/src/writer/base_writer/data_file_writer.rs
+++ b/crates/iceberg/src/writer/base_writer/data_file_writer.rs
@@ -30,7 +30,6 @@ use crate::{Error, ErrorKind, Result};
 #[derive(Clone, Debug)]
 pub struct DataFileWriterBuilder<B: FileWriterBuilder, L: LocationGenerator, F: FileNameGenerator> {
     inner: RollingFileWriterBuilder<B, L, F>,
-    partition_key: Option<PartitionKey>,
 }
 
 impl<B, L, F> DataFileWriterBuilder<B, L, F>
@@ -40,14 +39,8 @@ where
     F: FileNameGenerator,
 {
     /// Create a new `DataFileWriterBuilder` using a `RollingFileWriterBuilder`.
-    pub fn new(
-        inner_builder: RollingFileWriterBuilder<B, L, F>,
-        partition_key: Option<PartitionKey>,
-    ) -> Self {
-        Self {
-            inner: inner_builder,
-            partition_key,
-        }
+    pub fn new(inner: RollingFileWriterBuilder<B, L, F>) -> Self {
+        Self { inner }
     }
 }
 
@@ -60,10 +53,10 @@ where
 {
     type R = DataFileWriter<B, L, F>;
 
-    async fn build(self) -> Result<Self::R> {
+    async fn build(self, partition_key: Option<PartitionKey>) -> Result<Self::R> {
         Ok(DataFileWriter {
             inner: Some(self.inner.clone().build()),
-            partition_key: self.partition_key,
+            partition_key,
         })
     }
 }
@@ -194,8 +187,8 @@ mod test {
             file_name_gen,
         );
 
-        let mut data_file_writer = DataFileWriterBuilder::new(rolling_file_writer_builder, None)
-            .build()
+        let mut data_file_writer = DataFileWriterBuilder::new(rolling_file_writer_builder)
+            .build(None)
             .await
             .unwrap();
 
@@ -280,10 +273,9 @@ mod test {
             file_name_gen,
         );
 
-        let mut data_file_writer =
-            DataFileWriterBuilder::new(rolling_file_writer_builder, Some(partition_key))
-                .build()
-                .await?;
+        let mut data_file_writer = DataFileWriterBuilder::new(rolling_file_writer_builder)
+            .build(Some(partition_key))
+            .await?;
 
         let arrow_schema = arrow_schema::Schema::new(vec![
             Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
diff --git a/crates/iceberg/src/writer/base_writer/equality_delete_writer.rs b/crates/iceberg/src/writer/base_writer/equality_delete_writer.rs
index 6740ed435c..bd96c80bb3 100644
--- a/crates/iceberg/src/writer/base_writer/equality_delete_writer.rs
+++ b/crates/iceberg/src/writer/base_writer/equality_delete_writer.rs
@@ -66,16 +66,11 @@ pub struct EqualityDeleteWriterConfig {
     equality_ids: Vec<i32>,
     // Projector used to project the data chunk into specific fields.
     projector: RecordBatchProjector,
-    partition_key: Option<PartitionKey>,
 }
 
 impl EqualityDeleteWriterConfig {
     /// Create a new `DataFileWriterConfig` with equality ids.
-    pub fn new(
-        equality_ids: Vec<i32>,
-        original_schema: SchemaRef,
-        partition_key: Option<PartitionKey>,
-    ) -> Result<Self> {
+    pub fn new(equality_ids: Vec<i32>, original_schema: SchemaRef) -> Result<Self> {
         let original_arrow_schema = Arc::new(schema_to_arrow_schema(&original_schema)?);
         let projector = RecordBatchProjector::new(
             original_arrow_schema,
@@ -110,7 +105,6 @@ impl EqualityDeleteWriterConfig {
         Ok(Self {
             equality_ids,
             projector,
-            partition_key,
         })
     }
 
@@ -129,12 +123,12 @@ where
 {
     type R = EqualityDeleteFileWriter<B, L, F>;
 
-    async fn build(self) -> Result<Self::R> {
+    async fn build(self, partition_key: Option<PartitionKey>) -> Result<Self::R> {
         Ok(EqualityDeleteFileWriter {
-            inner: Some(self.inner.clone().build()), // todo revisit this, probably still need a builder for rolling writer
+            inner: Some(self.inner.clone().build()),
             projector: self.config.projector,
             equality_ids: self.config.equality_ids,
-            partition_key: self.config.partition_key,
+            partition_key,
         })
     }
 }
@@ -428,7 +422,7 @@ mod test {
 
         let equality_ids = vec![0_i32, 8];
         let equality_config =
-            EqualityDeleteWriterConfig::new(equality_ids, Arc::new(schema), None).unwrap();
+            EqualityDeleteWriterConfig::new(equality_ids, Arc::new(schema)).unwrap();
         let delete_schema =
             arrow_schema_to_schema(equality_config.projected_arrow_schema_ref()).unwrap();
         let projector = equality_config.projector.clone();
@@ -444,7 +438,7 @@ mod test {
         );
         let mut equality_delete_writer =
             EqualityDeleteFileWriterBuilder::new(rolling_writer_builder, equality_config)
-                .build()
+                .build(None)
                 .await?;
 
         // write
@@ -531,19 +525,19 @@ mod test {
                 .unwrap(),
         );
         // Float and Double are not allowed to be used for equality delete
-        assert!(EqualityDeleteWriterConfig::new(vec![0], schema.clone(), None).is_err());
-        assert!(EqualityDeleteWriterConfig::new(vec![1], schema.clone(), None).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![0], schema.clone()).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![1], schema.clone()).is_err());
         // Struct is not allowed to be used for equality delete
-        assert!(EqualityDeleteWriterConfig::new(vec![3], schema.clone(), None).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![3], schema.clone()).is_err());
         // Nested field of struct is allowed to be used for equality delete
-        assert!(EqualityDeleteWriterConfig::new(vec![4], schema.clone(), None).is_ok());
+        assert!(EqualityDeleteWriterConfig::new(vec![4], schema.clone()).is_ok());
         // Nested field of map is not allowed to be used for equality delete
-        assert!(EqualityDeleteWriterConfig::new(vec![7], schema.clone(), None).is_err());
-        assert!(EqualityDeleteWriterConfig::new(vec![8], schema.clone(), None).is_err());
-        assert!(EqualityDeleteWriterConfig::new(vec![9], schema.clone(), None).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![7], schema.clone()).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![8], schema.clone()).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![9], schema.clone()).is_err());
         // Nested field of list is not allowed to be used for equality delete
-        assert!(EqualityDeleteWriterConfig::new(vec![10], schema.clone(), None).is_err());
-        assert!(EqualityDeleteWriterConfig::new(vec![11], schema.clone(), None).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![10], schema.clone()).is_err());
+        assert!(EqualityDeleteWriterConfig::new(vec![11], schema.clone()).is_err());
 
         Ok(())
     }
@@ -597,7 +591,7 @@ mod test {
                 .unwrap(),
         );
         let equality_ids = vec![0, 1, 2, 3, 4, 5, 6, 7, 8, 9, 10, 11, 12, 13];
-        let config = EqualityDeleteWriterConfig::new(equality_ids, schema.clone(), None).unwrap();
+        let config = EqualityDeleteWriterConfig::new(equality_ids, schema.clone()).unwrap();
         let delete_arrow_schema = config.projected_arrow_schema_ref().clone();
         let delete_schema = arrow_schema_to_schema(&delete_arrow_schema).unwrap();
 
@@ -611,7 +605,7 @@ mod test {
         );
         let mut equality_delete_writer =
             EqualityDeleteFileWriterBuilder::new(rolling_writer_builder, config)
-                .build()
+                .build(None)
                 .await?;
 
         // prepare data
@@ -795,7 +789,7 @@ mod test {
         let to_write = RecordBatch::try_new(arrow_schema.clone(), columns).unwrap();
         let equality_ids = vec![0_i32, 2, 5];
         let equality_config =
-            EqualityDeleteWriterConfig::new(equality_ids, Arc::new(schema), None).unwrap();
+            EqualityDeleteWriterConfig::new(equality_ids, Arc::new(schema)).unwrap();
         let projector = equality_config.projector.clone();
 
         // check
diff --git a/crates/iceberg/src/writer/file_writer/rolling_writer.rs b/crates/iceberg/src/writer/file_writer/rolling_writer.rs
index 0003617043..b68010304c 100644
--- a/crates/iceberg/src/writer/file_writer/rolling_writer.rs
+++ b/crates/iceberg/src/writer/file_writer/rolling_writer.rs
@@ -329,11 +329,10 @@ mod tests {
             file_name_gen,
         );
 
-        let data_file_writer_builder =
-            DataFileWriterBuilder::new(rolling_file_writer_builder, None);
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
 
         // Create writer
-        let mut writer = data_file_writer_builder.build().await?;
+        let mut writer = data_file_writer_builder.build(None).await?;
 
         // Create test data
         let arrow_schema = make_test_arrow_schema();
@@ -388,10 +387,10 @@ mod tests {
             file_name_gen,
         );
 
-        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder, None);
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
 
         // Create writer
-        let mut writer = data_file_writer_builder.build().await?;
+        let mut writer = data_file_writer_builder.build(None).await?;
 
         // Create test data
         let arrow_schema = make_test_arrow_schema();
diff --git a/crates/iceberg/src/writer/mod.rs b/crates/iceberg/src/writer/mod.rs
index d5a8a66861..a7892d49e1 100644
--- a/crates/iceberg/src/writer/mod.rs
+++ b/crates/iceberg/src/writer/mod.rs
@@ -100,10 +100,9 @@
 //!     );
 //!
 //!     // Create a data file writer using parquet file writer builder.
-//!     let data_file_writer_builder =
-//!         DataFileWriterBuilder::new(rolling_file_writer_builder, None);
+//!     let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
 //!     // Build the data file writer
-//!     let mut data_file_writer = data_file_writer_builder.build().await?;
+//!     let mut data_file_writer = data_file_writer_builder.build(None).await?;
 //!
 //!     // Write the data using data_file_writer...
 //!
@@ -122,7 +121,7 @@
 //! use arrow_array::RecordBatch;
 //! use iceberg::io::FileIOBuilder;
 //! use iceberg::memory::MemoryCatalogBuilder;
-//! use iceberg::spec::DataFile;
+//! use iceberg::spec::{DataFile, PartitionKey};
 //! use iceberg::writer::base_writer::data_file_writer::DataFileWriterBuilder;
 //! use iceberg::writer::file_writer::ParquetWriterBuilder;
 //! use iceberg::writer::file_writer::location_generator::{
@@ -149,9 +148,9 @@
 //! impl<B: IcebergWriterBuilder> IcebergWriterBuilder for LatencyRecordWriterBuilder<B> {
 //!     type R = LatencyRecordWriter<B::R>;
 //!
-//!     async fn build(self) -> Result<Self::R> {
+//!     async fn build(self, partition_key: Option<PartitionKey>) -> Result<Self::R> {
 //!         Ok(LatencyRecordWriter {
-//!             inner_writer: self.inner_writer_builder.build().await?,
+//!             inner_writer: self.inner_writer_builder.build(partition_key).await?,
 //!         })
 //!     }
 //! }
@@ -231,12 +230,155 @@
 //!     );
 //!
 //!     // Create a data file writer builder using rolling file writer.
-//!     let data_file_writer_builder =
-//!         DataFileWriterBuilder::new(rolling_file_writer_builder, Some(partition_key));
+//!     let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
 //!     // Create latency record writer using data file writer builder.
 //!     let latency_record_builder = LatencyRecordWriterBuilder::new(data_file_writer_builder);
 //!     // Build the final writer
-//!     let mut latency_record_data_file_writer = latency_record_builder.build().await.unwrap();
+//!     let mut latency_record_data_file_writer = latency_record_builder
+//!         .build(Some(partition_key))
+//!         .await
+//!         .unwrap();
+//!
+//!     Ok(())
+//! }
+//! ```
+//!
+//! # Adding Partitioning to Data File Writers
+//!
+//! You can wrap a `DataFileWriter` with partitioning writers to handle partitioned tables.
+//! Iceberg provides two partitioning strategies:
+//!
+//! ## FanoutWriter - For Unsorted Data
+//!
+//! Wraps the data file writer to handle unsorted data by maintaining multiple active writers.
+//! Use this when your data is not pre-sorted by partition key. Writes to different partitions
+//! can happen in any order, even interleaved.
+//!
+//! ```rust, no_run
+//! # // Same setup as the simple example above...
+//! # use iceberg::memory::{MEMORY_CATALOG_WAREHOUSE, MemoryCatalogBuilder};
+//! # use iceberg::writer::file_writer::rolling_writer::RollingFileWriterBuilder;
+//! # use iceberg::{Catalog, CatalogBuilder, Result, TableIdent};
+//! # use iceberg::writer::base_writer::data_file_writer::DataFileWriterBuilder;
+//! # use iceberg::writer::file_writer::ParquetWriterBuilder;
+//! # use iceberg::writer::file_writer::location_generator::{
+//! #     DefaultFileNameGenerator, DefaultLocationGenerator,
+//! # };
+//! # use parquet::file::properties::WriterProperties;
+//! # use std::collections::HashMap;
+//! # #[tokio::main]
+//! # async fn main() -> Result<()> {
+//! # let catalog = MemoryCatalogBuilder::default()
+//! #     .load("memory", HashMap::from([(MEMORY_CATALOG_WAREHOUSE.to_string(), "file:///path/to/warehouse".to_string())]))
+//! #     .await?;
+//! # let table = catalog.load_table(&TableIdent::from_strs(["hello", "world"])?).await?;
+//! # let location_generator = DefaultLocationGenerator::new(table.metadata().clone()).unwrap();
+//! # let file_name_generator = DefaultFileNameGenerator::new("test".to_string(), None, iceberg::spec::DataFileFormat::Parquet);
+//! # let parquet_writer_builder = ParquetWriterBuilder::new(WriterProperties::default(), table.metadata().current_schema().clone());
+//! # let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+//! #     parquet_writer_builder, table.file_io().clone(), location_generator, file_name_generator);
+//! # let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+//!
+//! // Wrap the data file writer with FanoutWriter for partitioning
+//! use iceberg::writer::partitioning::fanout_writer::FanoutWriter;
+//! use iceberg::writer::partitioning::PartitioningWriter;
+//! use iceberg::spec::{Literal, PartitionKey, Struct};
+//!
+//! let mut fanout_writer = FanoutWriter::new(data_file_writer_builder);
+//!
+//! // Create partition keys for different regions
+//! let schema = table.metadata().current_schema().clone();
+//! let partition_spec = table.metadata().default_partition_spec().as_ref().clone();
+//!
+//! let partition_key_us = PartitionKey::new(
+//!     partition_spec.clone(),
+//!     schema.clone(),
+//!     Struct::from_iter([Some(Literal::string("US"))]),
+//! );
+//!
+//! let partition_key_eu = PartitionKey::new(
+//!     partition_spec.clone(),
+//!     schema.clone(),
+//!     Struct::from_iter([Some(Literal::string("EU"))]),
+//! );
+//!
+//! // Write to different partitions in any order - can interleave partition writes
+//! // fanout_writer.write(partition_key_us.clone(), batch_us1).await?;
+//! // fanout_writer.write(partition_key_eu.clone(), batch_eu1).await?;
+//! // fanout_writer.write(partition_key_us.clone(), batch_us2).await?; // Back to US - OK!
+//! // fanout_writer.write(partition_key_eu.clone(), batch_eu2).await?; // Back to EU - OK!
+//!
+//! let data_files = fanout_writer.close().await?;
+//! # Ok(())
+//! # }
+//! ```
+//!
+//! ## ClusteredWriter - For Sorted Data
+//!
+//! Wraps the data file writer for pre-sorted data. More memory efficient as it maintains
+//! only one active writer at a time, but requires input sorted by partition key.
+//!
+//! ```rust, no_run
+//! # // Same setup as the simple example above...
+//! # use iceberg::memory::{MEMORY_CATALOG_WAREHOUSE, MemoryCatalogBuilder};
+//! # use iceberg::writer::file_writer::rolling_writer::RollingFileWriterBuilder;
+//! # use iceberg::{Catalog, CatalogBuilder, Result, TableIdent};
+//! # use iceberg::writer::base_writer::data_file_writer::DataFileWriterBuilder;
+//! # use iceberg::writer::file_writer::ParquetWriterBuilder;
+//! # use iceberg::writer::file_writer::location_generator::{
+//! #     DefaultFileNameGenerator, DefaultLocationGenerator,
+//! # };
+//! # use parquet::file::properties::WriterProperties;
+//! # use std::collections::HashMap;
+//! # #[tokio::main]
+//! # async fn main() -> Result<()> {
+//! # let catalog = MemoryCatalogBuilder::default()
+//! #     .load("memory", HashMap::from([(MEMORY_CATALOG_WAREHOUSE.to_string(), "file:///path/to/warehouse".to_string())]))
+//! #     .await?;
+//! # let table = catalog.load_table(&TableIdent::from_strs(["hello", "world"])?).await?;
+//! # let location_generator = DefaultLocationGenerator::new(table.metadata().clone()).unwrap();
+//! # let file_name_generator = DefaultFileNameGenerator::new("test".to_string(), None, iceberg::spec::DataFileFormat::Parquet);
+//! # let parquet_writer_builder = ParquetWriterBuilder::new(WriterProperties::default(), table.metadata().current_schema().clone());
+//! # let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+//! #     parquet_writer_builder, table.file_io().clone(), location_generator, file_name_generator);
+//! # let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+//!
+//! // Wrap the data file writer with ClusteredWriter for sorted partitioning
+//! use iceberg::writer::partitioning::clustered_writer::ClusteredWriter;
+//! use iceberg::writer::partitioning::PartitioningWriter;
+//! use iceberg::spec::{Literal, PartitionKey, Struct};
+//!
+//! let mut clustered_writer = ClusteredWriter::new(data_file_writer_builder);
+//!
+//! // Create partition keys (must write in sorted order)
+//! let schema = table.metadata().current_schema().clone();
+//! let partition_spec = table.metadata().default_partition_spec().as_ref().clone();
+//!
+//! let partition_key_asia = PartitionKey::new(
+//!     partition_spec.clone(),
+//!     schema.clone(),
+//!     Struct::from_iter([Some(Literal::string("ASIA"))]),
+//! );
+//!
+//! let partition_key_eu = PartitionKey::new(
+//!     partition_spec.clone(),
+//!     schema.clone(),
+//!     Struct::from_iter([Some(Literal::string("EU"))]),
+//! );
+//!
+//! let partition_key_us = PartitionKey::new(
+//!     partition_spec.clone(),
+//!     schema.clone(),
+//!     Struct::from_iter([Some(Literal::string("US"))]),
+//! );
+//!
+//! // Write to partitions in sorted order (ASIA -> EU -> US)
+//! // clustered_writer.write(partition_key_asia, batch_asia).await?;
+//! // clustered_writer.write(partition_key_eu, batch_eu).await?;
+//! // clustered_writer.write(partition_key_us, batch_us).await?;
+//! // Writing back to ASIA would fail since data must be sorted!
+//!
+//! let data_files = clustered_writer.close().await?;
 //!
 //!     Ok(())
 //! }
@@ -244,11 +386,12 @@
 
 pub mod base_writer;
 pub mod file_writer;
+pub mod partitioning;
 
 use arrow_array::RecordBatch;
 
 use crate::Result;
-use crate::spec::DataFile;
+use crate::spec::{DataFile, PartitionKey};
 
 type DefaultInput = RecordBatch;
 type DefaultOutput = Vec<DataFile>;
@@ -260,8 +403,8 @@ pub trait IcebergWriterBuilder<I = DefaultInput, O = DefaultOutput>:
 {
     /// The associated writer type.
     type R: IcebergWriter<I, O>;
-    /// Build the iceberg writer.
-    async fn build(self) -> Result<Self::R>;
+    /// Build the iceberg writer with an optional partition key.
+    async fn build(self, partition_key: Option<PartitionKey>) -> Result<Self::R>;
 }
 
 /// The iceberg writer used to write data to iceberg table.
diff --git a/crates/iceberg/src/writer/partitioning/clustered_writer.rs b/crates/iceberg/src/writer/partitioning/clustered_writer.rs
new file mode 100644
index 0000000000..c141b212f5
--- /dev/null
+++ b/crates/iceberg/src/writer/partitioning/clustered_writer.rs
@@ -0,0 +1,520 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! This module provides the `ClusteredWriter` implementation.
+
+use std::collections::HashSet;
+use std::marker::PhantomData;
+
+use async_trait::async_trait;
+
+use crate::spec::{PartitionKey, Struct};
+use crate::writer::partitioning::PartitioningWriter;
+use crate::writer::{DefaultInput, DefaultOutput, IcebergWriter, IcebergWriterBuilder};
+use crate::{Error, ErrorKind, Result};
+
+/// A writer that writes data to a single partition at a time.
+///
+/// This writer expects input data to be sorted by partition key. It maintains only one
+/// active writer at a time, making it memory efficient for sorted data.
+///
+/// # Type Parameters
+///
+/// * `B` - The inner writer builder type
+/// * `I` - Input type (defaults to `RecordBatch`)
+/// * `O` - Output collection type (defaults to `Vec<DataFile>`)
+pub struct ClusteredWriter<B, I = DefaultInput, O = DefaultOutput>
+where
+    B: IcebergWriterBuilder<I, O>,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item>,
+    <O as IntoIterator>::Item: Clone,
+{
+    inner_builder: B,
+    current_writer: Option<B::R>,
+    current_partition: Option<Struct>,
+    closed_partitions: HashSet<Struct>,
+    output: Vec<<O as IntoIterator>::Item>,
+    _phantom: PhantomData<I>,
+}
+
+impl<B, I, O> ClusteredWriter<B, I, O>
+where
+    B: IcebergWriterBuilder<I, O>,
+    I: Send + 'static,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item>,
+    <O as IntoIterator>::Item: Send + Clone,
+{
+    /// Create a new `ClusteredWriter`.
+    pub fn new(inner_builder: B) -> Self {
+        Self {
+            inner_builder,
+            current_writer: None,
+            current_partition: None,
+            closed_partitions: HashSet::new(),
+            output: Vec::new(),
+            _phantom: PhantomData,
+        }
+    }
+
+    /// Closes the current writer if it exists, flushes the written data to output, and record closed partition.
+    async fn close_current_writer(&mut self) -> Result<()> {
+        if let Some(mut writer) = self.current_writer.take() {
+            self.output.extend(writer.close().await?);
+
+            // Add the current partition to the set of closed partitions
+            if let Some(current_partition) = self.current_partition.take() {
+                self.closed_partitions.insert(current_partition);
+            }
+        }
+
+        Ok(())
+    }
+}
+
+#[async_trait]
+impl<B, I, O> PartitioningWriter<I, O> for ClusteredWriter<B, I, O>
+where
+    B: IcebergWriterBuilder<I, O>,
+    I: Send + 'static,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item> + Send + 'static,
+    <O as IntoIterator>::Item: Send + Clone,
+{
+    async fn write(&mut self, partition_key: PartitionKey, input: I) -> Result<()> {
+        let partition_value = partition_key.data();
+
+        // Check if this partition has been closed already
+        if self.closed_partitions.contains(partition_value) {
+            return Err(Error::new(
+                ErrorKind::Unexpected,
+                format!(
+                    "The input is not sorted! Cannot write to partition that was previously closed: {:?}",
+                    partition_key
+                ),
+            ));
+        }
+
+        // Check if we need to switch to a new partition
+        let need_new_writer = match &self.current_partition {
+            Some(current) => current != partition_value,
+            None => true,
+        };
+
+        if need_new_writer {
+            self.close_current_writer().await?;
+
+            // Create a new writer for the new partition
+            self.current_writer = Some(
+                self.inner_builder
+                    .clone()
+                    .build(Some(partition_key.clone()))
+                    .await?,
+            );
+            self.current_partition = Some(partition_value.clone());
+        }
+
+        // do write
+        self.current_writer
+            .as_mut()
+            .expect("Writer should be initialized")
+            .write(input)
+            .await
+    }
+
+    async fn close(mut self) -> Result<O> {
+        self.close_current_writer().await?;
+
+        // Collect all output items into the output collection type
+        Ok(O::from_iter(self.output))
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::collections::HashMap;
+    use std::sync::Arc;
+
+    use arrow_array::{Int32Array, RecordBatch, StringArray};
+    use arrow_schema::{DataType, Field, Schema};
+    use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
+    use parquet::file::properties::WriterProperties;
+    use tempfile::TempDir;
+
+    use super::*;
+    use crate::io::FileIOBuilder;
+    use crate::spec::{DataFileFormat, NestedField, PrimitiveType, Type};
+    use crate::writer::base_writer::data_file_writer::DataFileWriterBuilder;
+    use crate::writer::file_writer::ParquetWriterBuilder;
+    use crate::writer::file_writer::location_generator::{
+        DefaultFileNameGenerator, DefaultLocationGenerator,
+    };
+    use crate::writer::file_writer::rolling_writer::RollingFileWriterBuilder;
+
+    #[tokio::test]
+    async fn test_clustered_writer_single_partition() -> Result<()> {
+        let temp_dir = TempDir::new()?;
+        let file_io = FileIOBuilder::new_fs_io().build()?;
+        let location_gen = DefaultLocationGenerator::with_data_location(
+            temp_dir.path().to_str().unwrap().to_string(),
+        );
+        let file_name_gen =
+            DefaultFileNameGenerator::new("test".to_string(), None, DataFileFormat::Parquet);
+
+        // Create schema with partition field
+        let schema = Arc::new(
+            crate::spec::Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::required(3, "region", Type::Primitive(PrimitiveType::String))
+                        .into(),
+                ])
+                .build()?,
+        );
+
+        // Create partition spec and key
+        let partition_spec = crate::spec::PartitionSpec::builder(schema.clone()).build()?;
+        let partition_value =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("US"))]);
+        let partition_key =
+            crate::spec::PartitionKey::new(partition_spec, schema.clone(), partition_value.clone());
+
+        // Create writer builder
+        let parquet_writer_builder =
+            ParquetWriterBuilder::new(WriterProperties::builder().build(), schema.clone());
+
+        // Create rolling file writer builder
+        let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+            parquet_writer_builder,
+            file_io.clone(),
+            location_gen,
+            file_name_gen,
+        );
+
+        // Create data file writer builder
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+
+        // Create clustered writer
+        let mut writer = ClusteredWriter::new(data_file_writer_builder);
+
+        // Create test data with proper field ID metadata
+        let arrow_schema = Schema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                1.to_string(),
+            )])),
+            Field::new("name", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                2.to_string(),
+            )])),
+            Field::new("region", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                3.to_string(),
+            )])),
+        ]);
+
+        let batch1 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(StringArray::from(vec!["Alice", "Bob"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        let batch2 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![3, 4])),
+            Arc::new(StringArray::from(vec!["Charlie", "Dave"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        // Write data to the same partition (this should work)
+        writer.write(partition_key.clone(), batch1).await?;
+        writer.write(partition_key.clone(), batch2).await?;
+
+        // Close writer and get data files
+        let data_files = writer.close().await?;
+
+        // Verify at least one file was created
+        assert!(
+            !data_files.is_empty(),
+            "Expected at least one data file to be created"
+        );
+
+        // Verify that all data files have the correct partition value
+        for data_file in &data_files {
+            assert_eq!(data_file.partition, partition_value);
+        }
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_clustered_writer_sorted_partitions() -> Result<()> {
+        let temp_dir = TempDir::new()?;
+        let file_io = FileIOBuilder::new_fs_io().build()?;
+        let location_gen = DefaultLocationGenerator::with_data_location(
+            temp_dir.path().to_str().unwrap().to_string(),
+        );
+        let file_name_gen =
+            DefaultFileNameGenerator::new("test".to_string(), None, DataFileFormat::Parquet);
+
+        // Create schema with partition field
+        let schema = Arc::new(
+            crate::spec::Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::required(3, "region", Type::Primitive(PrimitiveType::String))
+                        .into(),
+                ])
+                .build()?,
+        );
+
+        // Create partition spec
+        let partition_spec = crate::spec::PartitionSpec::builder(schema.clone()).build()?;
+
+        // Create partition keys for different regions (in sorted order)
+        let partition_value_asia =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("ASIA"))]);
+        let partition_key_asia = crate::spec::PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_asia.clone(),
+        );
+
+        let partition_value_eu =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("EU"))]);
+        let partition_key_eu = crate::spec::PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_eu.clone(),
+        );
+
+        let partition_value_us =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("US"))]);
+        let partition_key_us = crate::spec::PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_us.clone(),
+        );
+
+        // Create writer builder
+        let parquet_writer_builder =
+            ParquetWriterBuilder::new(WriterProperties::builder().build(), schema.clone());
+
+        // Create rolling file writer builder
+        let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+            parquet_writer_builder,
+            file_io.clone(),
+            location_gen,
+            file_name_gen,
+        );
+
+        // Create data file writer builder
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+
+        // Create clustered writer
+        let mut writer = ClusteredWriter::new(data_file_writer_builder);
+
+        // Create test data with proper field ID metadata
+        let arrow_schema = Schema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                1.to_string(),
+            )])),
+            Field::new("name", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                2.to_string(),
+            )])),
+            Field::new("region", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                3.to_string(),
+            )])),
+        ]);
+
+        // Create batches for different partitions (in sorted order)
+        let batch_asia = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(StringArray::from(vec!["Alice", "Bob"])),
+            Arc::new(StringArray::from(vec!["ASIA", "ASIA"])),
+        ])?;
+
+        let batch_eu = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![3, 4])),
+            Arc::new(StringArray::from(vec!["Charlie", "Dave"])),
+            Arc::new(StringArray::from(vec!["EU", "EU"])),
+        ])?;
+
+        let batch_us = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![5, 6])),
+            Arc::new(StringArray::from(vec!["Eve", "Frank"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        // Write data in sorted partition order (this should work)
+        writer.write(partition_key_asia.clone(), batch_asia).await?;
+        writer.write(partition_key_eu.clone(), batch_eu).await?;
+        writer.write(partition_key_us.clone(), batch_us).await?;
+
+        // Close writer and get data files
+        let data_files = writer.close().await?;
+
+        // Verify files were created for all partitions
+        assert!(
+            data_files.len() >= 3,
+            "Expected at least 3 data files (one per partition), got {}",
+            data_files.len()
+        );
+
+        // Verify that we have files for each partition
+        let mut partitions_found = std::collections::HashSet::new();
+        for data_file in &data_files {
+            partitions_found.insert(data_file.partition.clone());
+        }
+
+        assert!(
+            partitions_found.contains(&partition_value_asia),
+            "Missing ASIA partition"
+        );
+        assert!(
+            partitions_found.contains(&partition_value_eu),
+            "Missing EU partition"
+        );
+        assert!(
+            partitions_found.contains(&partition_value_us),
+            "Missing US partition"
+        );
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_clustered_writer_unsorted_partitions_error() -> Result<()> {
+        let temp_dir = TempDir::new()?;
+        let file_io = FileIOBuilder::new_fs_io().build()?;
+        let location_gen = DefaultLocationGenerator::with_data_location(
+            temp_dir.path().to_str().unwrap().to_string(),
+        );
+        let file_name_gen =
+            DefaultFileNameGenerator::new("test".to_string(), None, DataFileFormat::Parquet);
+
+        // Create schema with partition field
+        let schema = Arc::new(
+            crate::spec::Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::required(3, "region", Type::Primitive(PrimitiveType::String))
+                        .into(),
+                ])
+                .build()?,
+        );
+
+        // Create partition spec
+        let partition_spec = crate::spec::PartitionSpec::builder(schema.clone()).build()?;
+
+        // Create partition keys for different regions
+        let partition_value_us =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("US"))]);
+        let partition_key_us = crate::spec::PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_us.clone(),
+        );
+
+        let partition_value_eu =
+            crate::spec::Struct::from_iter([Some(crate::spec::Literal::string("EU"))]);
+        let partition_key_eu = crate::spec::PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_eu.clone(),
+        );
+
+        // Create writer builder
+        let parquet_writer_builder =
+            ParquetWriterBuilder::new(WriterProperties::builder().build(), schema.clone());
+
+        // Create rolling file writer builder
+        let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+            parquet_writer_builder,
+            file_io.clone(),
+            location_gen,
+            file_name_gen,
+        );
+
+        // Create data file writer builder
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+
+        // Create clustered writer
+        let mut writer = ClusteredWriter::new(data_file_writer_builder);
+
+        // Create test data with proper field ID metadata
+        let arrow_schema = Schema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                1.to_string(),
+            )])),
+            Field::new("name", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                2.to_string(),
+            )])),
+            Field::new("region", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                3.to_string(),
+            )])),
+        ]);
+
+        // Create batches for different partitions
+        let batch_us = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(StringArray::from(vec!["Alice", "Bob"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        let batch_eu = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![3, 4])),
+            Arc::new(StringArray::from(vec!["Charlie", "Dave"])),
+            Arc::new(StringArray::from(vec!["EU", "EU"])),
+        ])?;
+
+        let batch_us2 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![5])),
+            Arc::new(StringArray::from(vec!["Eve"])),
+            Arc::new(StringArray::from(vec!["US"])),
+        ])?;
+
+        // Write data to US partition first
+        writer.write(partition_key_us.clone(), batch_us).await?;
+
+        // Write data to EU partition (this closes US partition)
+        writer.write(partition_key_eu.clone(), batch_eu).await?;
+
+        // Try to write to US partition again - this should fail because data is not sorted
+        let result = writer.write(partition_key_us.clone(), batch_us2).await;
+
+        assert!(result.is_err(), "Expected error when writing unsorted data");
+
+        let error = result.unwrap_err();
+        assert!(
+            error.to_string().contains("The input is not sorted"),
+            "Expected 'input is not sorted' error, got: {}",
+            error
+        );
+
+        Ok(())
+    }
+}
diff --git a/crates/iceberg/src/writer/partitioning/fanout_writer.rs b/crates/iceberg/src/writer/partitioning/fanout_writer.rs
new file mode 100644
index 0000000000..796c1a4888
--- /dev/null
+++ b/crates/iceberg/src/writer/partitioning/fanout_writer.rs
@@ -0,0 +1,385 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! This module provides the `FanoutWriter` implementation.
+
+use std::collections::HashMap;
+use std::marker::PhantomData;
+
+use async_trait::async_trait;
+
+use crate::spec::{PartitionKey, Struct};
+use crate::writer::partitioning::PartitioningWriter;
+use crate::writer::{DefaultInput, DefaultOutput, IcebergWriter, IcebergWriterBuilder};
+use crate::{Error, ErrorKind, Result};
+
+/// A writer that can write data to multiple partitions simultaneously.
+///
+/// Unlike `ClusteredWriter` which expects sorted input and maintains only one active writer,
+/// `FanoutWriter` can handle unsorted data by maintaining multiple active writers in a map.
+/// This allows writing to any partition at any time, but uses more memory as all writers
+/// remain active until the writer is closed.
+///
+/// # Type Parameters
+///
+/// * `B` - The inner writer builder type
+/// * `I` - Input type (defaults to `RecordBatch`)
+/// * `O` - Output collection type (defaults to `Vec<DataFile>`)
+pub struct FanoutWriter<B, I = DefaultInput, O = DefaultOutput>
+where
+    B: IcebergWriterBuilder<I, O>,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item>,
+    <O as IntoIterator>::Item: Clone,
+{
+    inner_builder: B,
+    partition_writers: HashMap<Struct, B::R>,
+    output: Vec<<O as IntoIterator>::Item>,
+    _phantom: PhantomData<I>,
+}
+
+impl<B, I, O> FanoutWriter<B, I, O>
+where
+    B: IcebergWriterBuilder<I, O>,
+    I: Send + 'static,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item>,
+    <O as IntoIterator>::Item: Send + Clone,
+{
+    /// Create a new `FanoutWriter`.
+    pub fn new(inner_builder: B) -> Self {
+        Self {
+            inner_builder,
+            partition_writers: HashMap::new(),
+            output: Vec::new(),
+            _phantom: PhantomData,
+        }
+    }
+
+    /// Get or create a writer for the specified partition.
+    async fn get_or_create_writer(&mut self, partition_key: &PartitionKey) -> Result<&mut B::R> {
+        if !self.partition_writers.contains_key(partition_key.data()) {
+            let writer = self
+                .inner_builder
+                .clone()
+                .build(Some(partition_key.clone()))
+                .await?;
+            self.partition_writers
+                .insert(partition_key.data().clone(), writer);
+        }
+
+        self.partition_writers
+            .get_mut(partition_key.data())
+            .ok_or_else(|| {
+                Error::new(
+                    ErrorKind::Unexpected,
+                    "Failed to get partition writer after creation",
+                )
+            })
+    }
+}
+
+#[async_trait]
+impl<B, I, O> PartitioningWriter<I, O> for FanoutWriter<B, I, O>
+where
+    B: IcebergWriterBuilder<I, O>,
+    I: Send + 'static,
+    O: IntoIterator + FromIterator<<O as IntoIterator>::Item> + Send + 'static,
+    <O as IntoIterator>::Item: Send + Clone,
+{
+    async fn write(&mut self, partition_key: PartitionKey, input: I) -> Result<()> {
+        let writer = self.get_or_create_writer(&partition_key).await?;
+        writer.write(input).await
+    }
+
+    async fn close(mut self) -> Result<O> {
+        // Close all partition writers
+        for (_, mut writer) in self.partition_writers {
+            self.output.extend(writer.close().await?);
+        }
+
+        // Collect all output items into the output collection type
+        Ok(O::from_iter(self.output))
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use std::collections::HashMap;
+    use std::sync::Arc;
+
+    use arrow_array::{Int32Array, RecordBatch, StringArray};
+    use arrow_schema::{DataType, Field, Schema};
+    use parquet::arrow::PARQUET_FIELD_ID_META_KEY;
+    use parquet::file::properties::WriterProperties;
+    use tempfile::TempDir;
+
+    use super::*;
+    use crate::io::FileIOBuilder;
+    use crate::spec::{
+        DataFileFormat, Literal, NestedField, PartitionKey, PartitionSpec, PrimitiveType, Struct,
+        Type,
+    };
+    use crate::writer::base_writer::data_file_writer::DataFileWriterBuilder;
+    use crate::writer::file_writer::ParquetWriterBuilder;
+    use crate::writer::file_writer::location_generator::{
+        DefaultFileNameGenerator, DefaultLocationGenerator,
+    };
+    use crate::writer::file_writer::rolling_writer::RollingFileWriterBuilder;
+
+    #[tokio::test]
+    async fn test_fanout_writer_single_partition() -> Result<()> {
+        let temp_dir = TempDir::new()?;
+        let file_io = FileIOBuilder::new_fs_io().build()?;
+        let location_gen = DefaultLocationGenerator::with_data_location(
+            temp_dir.path().to_str().unwrap().to_string(),
+        );
+        let file_name_gen =
+            DefaultFileNameGenerator::new("test".to_string(), None, DataFileFormat::Parquet);
+
+        // Create schema with partition field
+        let schema = Arc::new(
+            crate::spec::Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::required(3, "region", Type::Primitive(PrimitiveType::String))
+                        .into(),
+                ])
+                .build()?,
+        );
+
+        // Create partition spec - using the same pattern as data_file_writer tests
+        let partition_spec = PartitionSpec::builder(schema.clone()).build()?;
+        let partition_value = Struct::from_iter([Some(Literal::string("US"))]);
+        let partition_key =
+            PartitionKey::new(partition_spec, schema.clone(), partition_value.clone());
+
+        // Create writer builder
+        let parquet_writer_builder =
+            ParquetWriterBuilder::new(WriterProperties::builder().build(), schema.clone());
+
+        // Create rolling file writer builder
+        let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+            parquet_writer_builder,
+            file_io.clone(),
+            location_gen,
+            file_name_gen,
+        );
+
+        // Create data file writer builder
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+
+        // Create fanout writer
+        let mut writer = FanoutWriter::new(data_file_writer_builder);
+
+        // Create test data with proper field ID metadata
+        let arrow_schema = Schema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                1.to_string(),
+            )])),
+            Field::new("name", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                2.to_string(),
+            )])),
+            Field::new("region", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                3.to_string(),
+            )])),
+        ]);
+
+        let batch1 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(StringArray::from(vec!["Alice", "Bob"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        let batch2 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![3, 4])),
+            Arc::new(StringArray::from(vec!["Charlie", "Dave"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        // Write data to the same partition
+        writer.write(partition_key.clone(), batch1).await?;
+        writer.write(partition_key.clone(), batch2).await?;
+
+        // Close writer and get data files
+        let data_files = writer.close().await?;
+
+        // Verify at least one file was created
+        assert!(
+            !data_files.is_empty(),
+            "Expected at least one data file to be created"
+        );
+
+        // Verify that all data files have the correct partition value
+        for data_file in &data_files {
+            assert_eq!(data_file.partition, partition_value);
+        }
+
+        Ok(())
+    }
+
+    #[tokio::test]
+    async fn test_fanout_writer_multiple_partitions() -> Result<()> {
+        let temp_dir = TempDir::new()?;
+        let file_io = FileIOBuilder::new_fs_io().build()?;
+        let location_gen = DefaultLocationGenerator::with_data_location(
+            temp_dir.path().to_str().unwrap().to_string(),
+        );
+        let file_name_gen =
+            DefaultFileNameGenerator::new("test".to_string(), None, DataFileFormat::Parquet);
+
+        // Create schema with partition field
+        let schema = Arc::new(
+            crate::spec::Schema::builder()
+                .with_schema_id(1)
+                .with_fields(vec![
+                    NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                    NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+                    NestedField::required(3, "region", Type::Primitive(PrimitiveType::String))
+                        .into(),
+                ])
+                .build()?,
+        );
+
+        // Create partition spec
+        let partition_spec = PartitionSpec::builder(schema.clone()).build()?;
+
+        // Create partition keys for different regions
+        let partition_value_us = Struct::from_iter([Some(Literal::string("US"))]);
+        let partition_key_us = PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_us.clone(),
+        );
+
+        let partition_value_eu = Struct::from_iter([Some(Literal::string("EU"))]);
+        let partition_key_eu = PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_eu.clone(),
+        );
+
+        let partition_value_asia = Struct::from_iter([Some(Literal::string("ASIA"))]);
+        let partition_key_asia = PartitionKey::new(
+            partition_spec.clone(),
+            schema.clone(),
+            partition_value_asia.clone(),
+        );
+
+        // Create writer builder
+        let parquet_writer_builder =
+            ParquetWriterBuilder::new(WriterProperties::builder().build(), schema.clone());
+
+        // Create rolling file writer builder
+        let rolling_writer_builder = RollingFileWriterBuilder::new_with_default_file_size(
+            parquet_writer_builder,
+            file_io.clone(),
+            location_gen,
+            file_name_gen,
+        );
+
+        // Create data file writer builder
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
+
+        // Create fanout writer
+        let mut writer = FanoutWriter::new(data_file_writer_builder);
+
+        // Create test data with proper field ID metadata
+        let arrow_schema = Schema::new(vec![
+            Field::new("id", DataType::Int32, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                1.to_string(),
+            )])),
+            Field::new("name", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                2.to_string(),
+            )])),
+            Field::new("region", DataType::Utf8, false).with_metadata(HashMap::from([(
+                PARQUET_FIELD_ID_META_KEY.to_string(),
+                3.to_string(),
+            )])),
+        ]);
+
+        // Create batches for different partitions
+        let batch_us1 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(StringArray::from(vec!["Alice", "Bob"])),
+            Arc::new(StringArray::from(vec!["US", "US"])),
+        ])?;
+
+        let batch_eu1 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![3, 4])),
+            Arc::new(StringArray::from(vec!["Charlie", "Dave"])),
+            Arc::new(StringArray::from(vec!["EU", "EU"])),
+        ])?;
+
+        let batch_us2 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![5])),
+            Arc::new(StringArray::from(vec!["Eve"])),
+            Arc::new(StringArray::from(vec!["US"])),
+        ])?;
+
+        let batch_asia1 = RecordBatch::try_new(Arc::new(arrow_schema.clone()), vec![
+            Arc::new(Int32Array::from(vec![6, 7])),
+            Arc::new(StringArray::from(vec!["Frank", "Grace"])),
+            Arc::new(StringArray::from(vec!["ASIA", "ASIA"])),
+        ])?;
+
+        // Write data in mixed partition order to demonstrate fanout capability
+        // This is the key difference from ClusteredWriter - we can write to any partition at any time
+        writer.write(partition_key_us.clone(), batch_us1).await?;
+        writer.write(partition_key_eu.clone(), batch_eu1).await?;
+        writer.write(partition_key_us.clone(), batch_us2).await?; // Back to US partition
+        writer
+            .write(partition_key_asia.clone(), batch_asia1)
+            .await?;
+
+        // Close writer and get data files
+        let data_files = writer.close().await?;
+
+        // Verify files were created for all partitions
+        assert!(
+            data_files.len() >= 3,
+            "Expected at least 3 data files (one per partition), got {}",
+            data_files.len()
+        );
+
+        // Verify that we have files for each partition
+        let mut partitions_found = std::collections::HashSet::new();
+        for data_file in &data_files {
+            partitions_found.insert(data_file.partition.clone());
+        }
+
+        assert!(
+            partitions_found.contains(&partition_value_us),
+            "Missing US partition"
+        );
+        assert!(
+            partitions_found.contains(&partition_value_eu),
+            "Missing EU partition"
+        );
+        assert!(
+            partitions_found.contains(&partition_value_asia),
+            "Missing ASIA partition"
+        );
+
+        Ok(())
+    }
+}
diff --git a/crates/iceberg/src/writer/partitioning/mod.rs b/crates/iceberg/src/writer/partitioning/mod.rs
new file mode 100644
index 0000000000..f63a9d0d26
--- /dev/null
+++ b/crates/iceberg/src/writer/partitioning/mod.rs
@@ -0,0 +1,55 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! Partitioning writers for handling partitioned Iceberg tables.
+//!
+//! This module provides two strategies for writing to partitioned tables:
+//! - [`FanoutWriter`](fanout_writer::FanoutWriter): Handles unsorted data by maintaining multiple active writers
+//! - [`ClusteredWriter`](clustered_writer::ClusteredWriter): Optimized for pre-sorted data with single active writer
+
+pub mod clustered_writer;
+pub mod fanout_writer;
+
+use crate::Result;
+use crate::spec::PartitionKey;
+use crate::writer::{DefaultInput, DefaultOutput};
+
+/// A writer that can write data to partitioned tables.
+///
+/// This trait provides methods for writing data with partition keys and
+/// closing the writer to retrieve the output.
+#[async_trait::async_trait]
+pub trait PartitioningWriter<I = DefaultInput, O = DefaultOutput>: Send + 'static {
+    /// Write data with a partition key.
+    ///
+    /// # Parameters
+    ///
+    /// * `partition_key` - Partition key to determine which partition to write to
+    /// * `input` - The input data to write
+    ///
+    /// # Returns
+    ///
+    /// `Ok(())` on success, or an error if the write operation fails.
+    async fn write(&mut self, partition_key: PartitionKey, input: I) -> Result<()>;
+
+    /// Close the writer and return the output.
+    ///
+    /// # Returns
+    ///
+    /// The accumulated output from all write operations.
+    async fn close(self) -> Result<O>;
+}
diff --git a/crates/integration_tests/tests/shared_tests/append_data_file_test.rs b/crates/integration_tests/tests/shared_tests/append_data_file_test.rs
index f4cba959ee..bedc975102 100644
--- a/crates/integration_tests/tests/shared_tests/append_data_file_test.rs
+++ b/crates/integration_tests/tests/shared_tests/append_data_file_test.rs
@@ -82,8 +82,8 @@ async fn test_append_data_file() {
         location_generator.clone(),
         file_name_generator.clone(),
     );
-    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder, None);
-    let mut data_file_writer = data_file_writer_builder.build().await.unwrap();
+    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
+    let mut data_file_writer = data_file_writer_builder.build(None).await.unwrap();
     let col1 = StringArray::from(vec![Some("foo"), Some("bar"), None, Some("baz")]);
     let col2 = Int32Array::from(vec![Some(1), Some(2), Some(3), Some(4)]);
     let col3 = BooleanArray::from(vec![Some(true), Some(false), None, Some(false)]);
diff --git a/crates/integration_tests/tests/shared_tests/append_partition_data_file_test.rs b/crates/integration_tests/tests/shared_tests/append_partition_data_file_test.rs
index 0da88f1a09..a305ec0842 100644
--- a/crates/integration_tests/tests/shared_tests/append_partition_data_file_test.rs
+++ b/crates/integration_tests/tests/shared_tests/append_partition_data_file_test.rs
@@ -106,13 +106,11 @@ async fn test_append_partition_data_file() {
         file_name_generator.clone(),
     );
 
-    let mut data_file_writer_valid = DataFileWriterBuilder::new(
-        rolling_file_writer_builder.clone(),
-        Some(partition_key.clone()),
-    )
-    .build()
-    .await
-    .unwrap();
+    let mut data_file_writer_valid =
+        DataFileWriterBuilder::new(rolling_file_writer_builder.clone())
+            .build(Some(partition_key.clone()))
+            .await
+            .unwrap();
 
     let col1 = StringArray::from(vec![Some("foo1"), Some("foo2")]);
     let col2 = Int32Array::from(vec![
@@ -191,11 +189,10 @@ async fn test_schema_incompatible_partition_type(
     catalog: &dyn Catalog,
 ) {
     // test writing different "type" of partition than mentioned in schema
-    let mut data_file_writer_invalid =
-        DataFileWriterBuilder::new(rolling_file_writer_builder, Some(partition_key))
-            .build()
-            .await
-            .unwrap();
+    let mut data_file_writer_invalid = DataFileWriterBuilder::new(rolling_file_writer_builder)
+        .build(Some(partition_key))
+        .await
+        .unwrap();
 
     data_file_writer_invalid.write(batch.clone()).await.unwrap();
     let data_file_invalid = data_file_writer_invalid.close().await.unwrap();
@@ -221,11 +218,10 @@ async fn test_schema_incompatible_partition_fields(
     catalog: &dyn Catalog,
 ) {
     // test writing different number of partition fields than mentioned in schema
-    let mut data_file_writer_invalid =
-        DataFileWriterBuilder::new(rolling_file_writer_builder, Some(partition_key))
-            .build()
-            .await
-            .unwrap();
+    let mut data_file_writer_invalid = DataFileWriterBuilder::new(rolling_file_writer_builder)
+        .build(Some(partition_key))
+        .await
+        .unwrap();
 
     data_file_writer_invalid.write(batch.clone()).await.unwrap();
     let data_file_invalid = data_file_writer_invalid.close().await.unwrap();
diff --git a/crates/integration_tests/tests/shared_tests/conflict_commit_test.rs b/crates/integration_tests/tests/shared_tests/conflict_commit_test.rs
index a248fa707a..fc529cc3d2 100644
--- a/crates/integration_tests/tests/shared_tests/conflict_commit_test.rs
+++ b/crates/integration_tests/tests/shared_tests/conflict_commit_test.rs
@@ -81,8 +81,8 @@ async fn test_append_data_file_conflict() {
         location_generator.clone(),
         file_name_generator.clone(),
     );
-    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder, None);
-    let mut data_file_writer = data_file_writer_builder.build().await.unwrap();
+    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
+    let mut data_file_writer = data_file_writer_builder.build(None).await.unwrap();
     let col1 = StringArray::from(vec![Some("foo"), Some("bar"), None, Some("baz")]);
     let col2 = Int32Array::from(vec![Some(1), Some(2), Some(3), Some(4)]);
     let col3 = BooleanArray::from(vec![Some(true), Some(false), None, Some(false)]);
diff --git a/crates/integration_tests/tests/shared_tests/scan_all_type.rs b/crates/integration_tests/tests/shared_tests/scan_all_type.rs
index 1125de11a5..7a2907d4cb 100644
--- a/crates/integration_tests/tests/shared_tests/scan_all_type.rs
+++ b/crates/integration_tests/tests/shared_tests/scan_all_type.rs
@@ -163,8 +163,8 @@ async fn test_scan_all_type() {
         location_generator.clone(),
         file_name_generator.clone(),
     );
-    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder, None);
-    let mut data_file_writer = data_file_writer_builder.build().await.unwrap();
+    let data_file_writer_builder = DataFileWriterBuilder::new(rolling_file_writer_builder);
+    let mut data_file_writer = data_file_writer_builder.build(None).await.unwrap();
 
     // Prepare data
     let col1 = Int32Array::from(vec![1, 2, 3, 4, 5]);
diff --git a/crates/integrations/datafusion/src/physical_plan/commit.rs b/crates/integrations/datafusion/src/physical_plan/commit.rs
index 48373f11e2..6bba89fce5 100644
--- a/crates/integrations/datafusion/src/physical_plan/commit.rs
+++ b/crates/integrations/datafusion/src/physical_plan/commit.rs
@@ -86,7 +86,10 @@ impl IcebergCommitExec {
         let count_array = Arc::new(UInt64Array::from(vec![count])) as ArrayRef;
 
         RecordBatch::try_from_iter_with_nullable(vec![("count", count_array, false)]).map_err(|e| {
-            DataFusionError::ArrowError(e, Some("Failed to make count batch!".to_string()))
+            DataFusionError::ArrowError(
+                Box::new(e),
+                Some("Failed to make count batch!".to_string()),
+            )
         })
     }
 
diff --git a/crates/integrations/datafusion/src/physical_plan/mod.rs b/crates/integrations/datafusion/src/physical_plan/mod.rs
index fcfd11a453..ce923b8662 100644
--- a/crates/integrations/datafusion/src/physical_plan/mod.rs
+++ b/crates/integrations/datafusion/src/physical_plan/mod.rs
@@ -18,9 +18,11 @@
 pub(crate) mod commit;
 pub(crate) mod expr_to_predicate;
 pub(crate) mod metadata_scan;
+pub(crate) mod project;
 pub(crate) mod scan;
 pub(crate) mod write;
 
 pub(crate) const DATA_FILES_COL_NAME: &str = "data_files";
 
+pub use project::project_with_partition;
 pub use scan::IcebergTableScan;
diff --git a/crates/integrations/datafusion/src/physical_plan/project.rs b/crates/integrations/datafusion/src/physical_plan/project.rs
new file mode 100644
index 0000000000..17492176a4
--- /dev/null
+++ b/crates/integrations/datafusion/src/physical_plan/project.rs
@@ -0,0 +1,380 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+//! Partition value projection for Iceberg tables.
+
+use std::sync::Arc;
+
+use datafusion::arrow::array::RecordBatch;
+use datafusion::arrow::datatypes::{DataType, Schema as ArrowSchema};
+use datafusion::common::Result as DFResult;
+use datafusion::physical_expr::PhysicalExpr;
+use datafusion::physical_expr::expressions::Column;
+use datafusion::physical_plan::projection::ProjectionExec;
+use datafusion::physical_plan::{ColumnarValue, ExecutionPlan};
+use iceberg::arrow::{PROJECTED_PARTITION_VALUE_COLUMN, PartitionValueCalculator};
+use iceberg::spec::PartitionSpec;
+use iceberg::table::Table;
+
+use crate::to_datafusion_error;
+
+/// Extends an ExecutionPlan with partition value calculations for Iceberg tables.
+///
+/// This function takes an input ExecutionPlan and extends it with an additional column
+/// containing calculated partition values based on the table's partition specification.
+/// For unpartitioned tables, returns the original plan unchanged.
+///
+/// # Arguments
+/// * `input` - The input ExecutionPlan to extend
+/// * `table` - The Iceberg table with partition specification
+///
+/// # Returns
+/// * `Ok(Arc<dyn ExecutionPlan>)` - Extended plan with partition values column
+/// * `Err` - If partition spec is not found or transformation fails
+pub fn project_with_partition(
+    input: Arc<dyn ExecutionPlan>,
+    table: &Table,
+) -> DFResult<Arc<dyn ExecutionPlan>> {
+    let metadata = table.metadata();
+    let partition_spec = metadata.default_partition_spec();
+    let table_schema = metadata.current_schema();
+
+    if partition_spec.is_unpartitioned() {
+        return Ok(input);
+    }
+
+    let input_schema = input.schema();
+    // TODO: Validate that input_schema matches the Iceberg table schema.
+    // See: https://github.com/apache/iceberg-rust/issues/1752
+    let calculator =
+        PartitionValueCalculator::try_new(partition_spec.as_ref(), table_schema.as_ref())
+            .map_err(to_datafusion_error)?;
+
+    let mut projection_exprs: Vec<(Arc<dyn PhysicalExpr>, String)> =
+        Vec::with_capacity(input_schema.fields().len() + 1);
+
+    for (index, field) in input_schema.fields().iter().enumerate() {
+        let column_expr = Arc::new(Column::new(field.name(), index));
+        projection_exprs.push((column_expr, field.name().clone()));
+    }
+
+    let partition_expr = Arc::new(PartitionExpr::new(calculator, partition_spec.clone()));
+    projection_exprs.push((partition_expr, PROJECTED_PARTITION_VALUE_COLUMN.to_string()));
+
+    let projection = ProjectionExec::try_new(projection_exprs, input)?;
+    Ok(Arc::new(projection))
+}
+
+/// PhysicalExpr implementation for partition value calculation
+#[derive(Debug, Clone)]
+struct PartitionExpr {
+    calculator: Arc<PartitionValueCalculator>,
+    partition_spec: Arc<PartitionSpec>,
+}
+
+impl PartitionExpr {
+    fn new(calculator: PartitionValueCalculator, partition_spec: Arc<PartitionSpec>) -> Self {
+        Self {
+            calculator: Arc::new(calculator),
+            partition_spec,
+        }
+    }
+}
+
+// Manual PartialEq/Eq implementations for pointer-based equality
+// (two PartitionExpr are equal if they share the same calculator and partition_spec instances)
+impl PartialEq for PartitionExpr {
+    fn eq(&self, other: &Self) -> bool {
+        Arc::ptr_eq(&self.calculator, &other.calculator)
+            && Arc::ptr_eq(&self.partition_spec, &other.partition_spec)
+    }
+}
+
+impl Eq for PartitionExpr {}
+
+impl PhysicalExpr for PartitionExpr {
+    fn as_any(&self) -> &dyn std::any::Any {
+        self
+    }
+
+    fn data_type(&self, _input_schema: &ArrowSchema) -> DFResult<DataType> {
+        Ok(self.calculator.partition_arrow_type().clone())
+    }
+
+    fn nullable(&self, _input_schema: &ArrowSchema) -> DFResult<bool> {
+        Ok(false)
+    }
+
+    fn evaluate(&self, batch: &RecordBatch) -> DFResult<ColumnarValue> {
+        let array = self
+            .calculator
+            .calculate(batch)
+            .map_err(to_datafusion_error)?;
+        Ok(ColumnarValue::Array(array))
+    }
+
+    fn children(&self) -> Vec<&Arc<dyn PhysicalExpr>> {
+        vec![]
+    }
+
+    fn with_new_children(
+        self: Arc<Self>,
+        _children: Vec<Arc<dyn PhysicalExpr>>,
+    ) -> DFResult<Arc<dyn PhysicalExpr>> {
+        Ok(self)
+    }
+
+    fn fmt_sql(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let field_names: Vec<String> = self
+            .partition_spec
+            .fields()
+            .iter()
+            .map(|pf| format!("{}({})", pf.transform, pf.name))
+            .collect();
+        write!(f, "iceberg_partition_values[{}]", field_names.join(", "))
+    }
+}
+
+impl std::fmt::Display for PartitionExpr {
+    fn fmt(&self, f: &mut std::fmt::Formatter<'_>) -> std::fmt::Result {
+        let field_names: Vec<&str> = self
+            .partition_spec
+            .fields()
+            .iter()
+            .map(|pf| pf.name.as_str())
+            .collect();
+        write!(f, "iceberg_partition_values({})", field_names.join(", "))
+    }
+}
+
+impl std::hash::Hash for PartitionExpr {
+    fn hash<H: std::hash::Hasher>(&self, state: &mut H) {
+        // Two PartitionExpr are equal if they share the same calculator and partition_spec Arcs
+        Arc::as_ptr(&self.calculator).hash(state);
+        Arc::as_ptr(&self.partition_spec).hash(state);
+    }
+}
+
+#[cfg(test)]
+mod tests {
+    use datafusion::arrow::array::{ArrayRef, Int32Array, StructArray};
+    use datafusion::arrow::datatypes::{Field, Fields};
+    use datafusion::physical_plan::empty::EmptyExec;
+    use iceberg::spec::{NestedField, PrimitiveType, Schema, StructType, Transform, Type};
+
+    use super::*;
+
+    #[test]
+    fn test_partition_calculator_basic() {
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = iceberg::spec::PartitionSpec::builder(Arc::new(table_schema.clone()))
+            .add_partition_field("id", "id_partition", Transform::Identity)
+            .unwrap()
+            .build()
+            .unwrap();
+
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &table_schema).unwrap();
+
+        // Verify partition type
+        assert_eq!(calculator.partition_type().fields().len(), 1);
+        assert_eq!(calculator.partition_type().fields()[0].name, "id_partition");
+    }
+
+    #[test]
+    fn test_partition_expr_with_projection() {
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "name", Type::Primitive(PrimitiveType::String)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = Arc::new(
+            iceberg::spec::PartitionSpec::builder(Arc::new(table_schema.clone()))
+                .add_partition_field("id", "id_partition", Transform::Identity)
+                .unwrap()
+                .build()
+                .unwrap(),
+        );
+
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false),
+            Field::new("name", DataType::Utf8, false),
+        ]));
+
+        let input = Arc::new(EmptyExec::new(arrow_schema.clone()));
+
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &table_schema).unwrap();
+
+        let mut projection_exprs: Vec<(Arc<dyn PhysicalExpr>, String)> =
+            Vec::with_capacity(arrow_schema.fields().len() + 1);
+        for (i, field) in arrow_schema.fields().iter().enumerate() {
+            let column_expr = Arc::new(Column::new(field.name(), i));
+            projection_exprs.push((column_expr, field.name().clone()));
+        }
+
+        let partition_expr = Arc::new(PartitionExpr::new(calculator, partition_spec));
+        projection_exprs.push((partition_expr, PROJECTED_PARTITION_VALUE_COLUMN.to_string()));
+
+        let projection = ProjectionExec::try_new(projection_exprs, input).unwrap();
+        let result = Arc::new(projection);
+
+        assert_eq!(result.schema().fields().len(), 3);
+        assert_eq!(result.schema().field(0).name(), "id");
+        assert_eq!(result.schema().field(1).name(), "name");
+        assert_eq!(result.schema().field(2).name(), "_partition");
+    }
+
+    #[test]
+    fn test_partition_expr_evaluate() {
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "data", Type::Primitive(PrimitiveType::String)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = iceberg::spec::PartitionSpec::builder(Arc::new(table_schema.clone()))
+            .add_partition_field("id", "id_partition", Transform::Identity)
+            .unwrap()
+            .build()
+            .unwrap();
+
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false),
+            Field::new("data", DataType::Utf8, false),
+        ]));
+
+        let batch = RecordBatch::try_new(arrow_schema.clone(), vec![
+            Arc::new(Int32Array::from(vec![10, 20, 30])),
+            Arc::new(datafusion::arrow::array::StringArray::from(vec![
+                "a", "b", "c",
+            ])),
+        ])
+        .unwrap();
+
+        let partition_spec = Arc::new(partition_spec);
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &table_schema).unwrap();
+        let partition_type = calculator.partition_arrow_type().clone();
+        let expr = PartitionExpr::new(calculator, partition_spec);
+
+        assert_eq!(expr.data_type(&arrow_schema).unwrap(), partition_type);
+        assert!(!expr.nullable(&arrow_schema).unwrap());
+
+        let result = expr.evaluate(&batch).unwrap();
+        match result {
+            ColumnarValue::Array(array) => {
+                let struct_array = array.as_any().downcast_ref::<StructArray>().unwrap();
+                let id_partition = struct_array
+                    .column_by_name("id_partition")
+                    .unwrap()
+                    .as_any()
+                    .downcast_ref::<Int32Array>()
+                    .unwrap();
+                assert_eq!(id_partition.value(0), 10);
+                assert_eq!(id_partition.value(1), 20);
+                assert_eq!(id_partition.value(2), 30);
+            }
+            _ => panic!("Expected array result"),
+        }
+    }
+
+    #[test]
+    fn test_nested_partition() {
+        let address_struct = StructType::new(vec![
+            NestedField::required(3, "street", Type::Primitive(PrimitiveType::String)).into(),
+            NestedField::required(4, "city", Type::Primitive(PrimitiveType::String)).into(),
+        ]);
+
+        let table_schema = Schema::builder()
+            .with_schema_id(0)
+            .with_fields(vec![
+                NestedField::required(1, "id", Type::Primitive(PrimitiveType::Int)).into(),
+                NestedField::required(2, "address", Type::Struct(address_struct)).into(),
+            ])
+            .build()
+            .unwrap();
+
+        let partition_spec = iceberg::spec::PartitionSpec::builder(Arc::new(table_schema.clone()))
+            .add_partition_field("address.city", "city_partition", Transform::Identity)
+            .unwrap()
+            .build()
+            .unwrap();
+
+        let struct_fields = Fields::from(vec![
+            Field::new("street", DataType::Utf8, false),
+            Field::new("city", DataType::Utf8, false),
+        ]);
+
+        let arrow_schema = Arc::new(ArrowSchema::new(vec![
+            Field::new("id", DataType::Int32, false),
+            Field::new("address", DataType::Struct(struct_fields), false),
+        ]));
+
+        let street_array = Arc::new(datafusion::arrow::array::StringArray::from(vec![
+            "123 Main St",
+            "456 Oak Ave",
+        ]));
+        let city_array = Arc::new(datafusion::arrow::array::StringArray::from(vec![
+            "New York",
+            "Los Angeles",
+        ]));
+
+        let struct_array = StructArray::from(vec![
+            (
+                Arc::new(Field::new("street", DataType::Utf8, false)),
+                street_array as ArrayRef,
+            ),
+            (
+                Arc::new(Field::new("city", DataType::Utf8, false)),
+                city_array as ArrayRef,
+            ),
+        ]);
+
+        let batch = RecordBatch::try_new(arrow_schema.clone(), vec![
+            Arc::new(Int32Array::from(vec![1, 2])),
+            Arc::new(struct_array),
+        ])
+        .unwrap();
+
+        let calculator = PartitionValueCalculator::try_new(&partition_spec, &table_schema).unwrap();
+        let array = calculator.calculate(&batch).unwrap();
+
+        let struct_array = array.as_any().downcast_ref::<StructArray>().unwrap();
+        let city_partition = struct_array
+            .column_by_name("city_partition")
+            .unwrap()
+            .as_any()
+            .downcast_ref::<datafusion::arrow::array::StringArray>()
+            .unwrap();
+
+        assert_eq!(city_partition.value(0), "New York");
+        assert_eq!(city_partition.value(1), "Los Angeles");
+    }
+}
diff --git a/crates/integrations/datafusion/src/physical_plan/write.rs b/crates/integrations/datafusion/src/physical_plan/write.rs
index 7bff239222..e46019c541 100644
--- a/crates/integrations/datafusion/src/physical_plan/write.rs
+++ b/crates/integrations/datafusion/src/physical_plan/write.rs
@@ -96,7 +96,10 @@ impl IcebergWriteExec {
         let files_array = Arc::new(StringArray::from(data_files)) as ArrayRef;
 
         RecordBatch::try_new(Self::make_result_schema(), vec![files_array]).map_err(|e| {
-            DataFusionError::ArrowError(e, Some("Failed to make result batch".to_string()))
+            DataFusionError::ArrowError(
+                Box::new(e),
+                Some("Failed to make result batch".to_string()),
+            )
         })
     }
 
@@ -262,6 +265,7 @@ impl ExecutionPlan for IcebergWriteExec {
         };
 
         let file_io = self.table.file_io().clone();
+        // todo location_gen and file_name_gen should be configurable
         let location_generator = DefaultLocationGenerator::new(self.table.metadata().clone())
             .map_err(to_datafusion_error)?;
         // todo filename prefix/suffix should be configurable
@@ -274,8 +278,7 @@ impl ExecutionPlan for IcebergWriteExec {
             location_generator,
             file_name_generator,
         );
-        // todo specify partition key when partitioning writer is supported
-        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder, None);
+        let data_file_writer_builder = DataFileWriterBuilder::new(rolling_writer_builder);
 
         // Get input data
         let data = execute_input_stream(
@@ -291,7 +294,8 @@ impl ExecutionPlan for IcebergWriteExec {
         // Create write stream
         let stream = futures::stream::once(async move {
             let mut writer = data_file_writer_builder
-                .build()
+                // todo specify partition key when partitioning writer is supported
+                .build(None)
                 .await
                 .map_err(to_datafusion_error)?;
             let mut input_stream = data;
diff --git a/crates/integrations/datafusion/src/table/table_provider_factory.rs b/crates/integrations/datafusion/src/table/table_provider_factory.rs
index a6d3146e54..e8e87dd318 100644
--- a/crates/integrations/datafusion/src/table/table_provider_factory.rs
+++ b/crates/integrations/datafusion/src/table/table_provider_factory.rs
@@ -241,7 +241,7 @@ mod tests {
             options: Default::default(),
             table_partition_cols: Default::default(),
             order_exprs: Default::default(),
-            constraints: Constraints::empty(),
+            constraints: Constraints::default(),
             column_defaults: Default::default(),
             if_not_exists: Default::default(),
             temporary: false,
diff --git a/crates/integrations/playground/Cargo.toml b/crates/integrations/playground/Cargo.toml
index 8ba983d058..3f6774be19 100644
--- a/crates/integrations/playground/Cargo.toml
+++ b/crates/integrations/playground/Cargo.toml
@@ -33,6 +33,7 @@ datafusion = { workspace = true }
 datafusion-cli = { workspace = true }
 dirs = { workspace = true }
 fs-err = { workspace = true }
+home = { workspace = true }
 iceberg = { workspace = true }
 iceberg-catalog-rest = { workspace = true }
 iceberg-datafusion = { workspace = true }
@@ -45,4 +46,4 @@ tracing-subscriber = { workspace = true }
 
 [package.metadata.cargo-machete]
 # These dependencies are added to ensure minimal dependency version
-ignored = ["stacker", "mimalloc"]
+ignored = ["stacker", "mimalloc", "home"]
diff --git a/crates/sqllogictest/Cargo.toml b/crates/sqllogictest/Cargo.toml
index e335de433e..e826ad7ae0 100644
--- a/crates/sqllogictest/Cargo.toml
+++ b/crates/sqllogictest/Cargo.toml
@@ -30,13 +30,25 @@ async-trait = { workspace = true }
 datafusion = { workspace = true }
 datafusion-sqllogictest = { workspace = true }
 enum-ordinalize = { workspace = true }
+env_logger = { workspace = true }
+iceberg = { workspace = true }
+iceberg-datafusion = { workspace = true }
 indicatif = { workspace = true }
+log = { workspace = true }
 sqllogictest = { workspace = true }
 toml = { workspace = true }
 serde = { workspace = true }
 tracing = { workspace = true }
 tokio = { workspace = true }
 
+[dev-dependencies]
+libtest-mimic = { workspace = true }
+
+[[test]]
+harness = false
+name = "sqllogictests"
+path = "tests/sqllogictests.rs"
+
 [package.metadata.cargo-machete]
 # These dependencies are added to ensure minimal dependency version
 ignored = ["enum-ordinalize"]
diff --git a/crates/sqllogictest/src/engine/datafusion.rs b/crates/sqllogictest/src/engine/datafusion.rs
index 49d7273d60..b3e37d9206 100644
--- a/crates/sqllogictest/src/engine/datafusion.rs
+++ b/crates/sqllogictest/src/engine/datafusion.rs
@@ -15,53 +15,77 @@
 // specific language governing permissions and limitations
 // under the License.
 
+use std::collections::HashMap;
 use std::path::{Path, PathBuf};
 use std::sync::Arc;
 
-use anyhow::{Context, anyhow};
 use datafusion::catalog::CatalogProvider;
 use datafusion::prelude::{SessionConfig, SessionContext};
 use datafusion_sqllogictest::DataFusion;
+use iceberg::CatalogBuilder;
+use iceberg::memory::{MEMORY_CATALOG_WAREHOUSE, MemoryCatalogBuilder};
+use iceberg_datafusion::IcebergCatalogProvider;
 use indicatif::ProgressBar;
-use sqllogictest::runner::AsyncDB;
 use toml::Table as TomlTable;
 
-use crate::engine::EngineRunner;
+use crate::engine::{EngineRunner, run_slt_with_runner};
 use crate::error::Result;
 
 pub struct DataFusionEngine {
-    datafusion: DataFusion,
+    test_data_path: PathBuf,
+    session_context: SessionContext,
 }
 
 #[async_trait::async_trait]
 impl EngineRunner for DataFusionEngine {
     async fn run_slt_file(&mut self, path: &Path) -> Result<()> {
-        let content = std::fs::read_to_string(path)
-            .with_context(|| format!("Failed to read slt file {:?}", path))
-            .map_err(|e| anyhow!(e))?;
+        let ctx = self.session_context.clone();
+        let testdata = self.test_data_path.clone();
 
-        self.datafusion
-            .run(content.as_str())
-            .await
-            .with_context(|| format!("Failed to run slt file {:?}", path))
-            .map_err(|e| anyhow!(e))?;
+        let runner = sqllogictest::Runner::new({
+            move || {
+                let ctx = ctx.clone();
+                let testdata = testdata.clone();
+                async move {
+                    // Everything here is owned; no `self` capture.
+                    Ok(DataFusion::new(ctx, testdata, ProgressBar::new(100)))
+                }
+            }
+        });
 
-        Ok(())
+        run_slt_with_runner(runner, path).await
     }
 }
 
 impl DataFusionEngine {
     pub async fn new(config: TomlTable) -> Result<Self> {
-        let session_config = SessionConfig::new().with_target_partitions(4);
+        let session_config = SessionConfig::new()
+            .with_target_partitions(4)
+            .with_information_schema(true);
         let ctx = SessionContext::new_with_config(session_config);
         ctx.register_catalog("default", Self::create_catalog(&config).await?);
 
         Ok(Self {
-            datafusion: DataFusion::new(ctx, PathBuf::from("testdata"), ProgressBar::new(100)),
+            test_data_path: PathBuf::from("testdata"),
+            session_context: ctx,
         })
     }
 
     async fn create_catalog(_: &TomlTable) -> anyhow::Result<Arc<dyn CatalogProvider>> {
-        todo!()
+        // TODO: support dynamic catalog configuration
+        //  See: https://github.com/apache/iceberg-rust/issues/1780
+        let catalog = MemoryCatalogBuilder::default()
+            .load(
+                "memory",
+                HashMap::from([(
+                    MEMORY_CATALOG_WAREHOUSE.to_string(),
+                    "memory://".to_string(),
+                )]),
+            )
+            .await?;
+
+        Ok(Arc::new(
+            IcebergCatalogProvider::try_new(Arc::new(catalog)).await?,
+        ))
     }
 }
diff --git a/crates/sqllogictest/src/engine/mod.rs b/crates/sqllogictest/src/engine/mod.rs
index a1d34dd9bc..f8a405a7cc 100644
--- a/crates/sqllogictest/src/engine/mod.rs
+++ b/crates/sqllogictest/src/engine/mod.rs
@@ -19,70 +19,75 @@ mod datafusion;
 
 use std::path::Path;
 
+use anyhow::anyhow;
+use sqllogictest::{AsyncDB, MakeConnection, Runner, parse_file};
 use toml::Table as TomlTable;
 
 use crate::engine::datafusion::DataFusionEngine;
-use crate::error::Result;
+use crate::error::{Error, Result};
 
-const KEY_TYPE: &str = "type";
 const TYPE_DATAFUSION: &str = "datafusion";
 
 #[async_trait::async_trait]
-pub trait EngineRunner: Sized {
+pub trait EngineRunner: Send {
     async fn run_slt_file(&mut self, path: &Path) -> Result<()>;
 }
 
-pub enum Engine {
-    DataFusion(DataFusionEngine),
+pub async fn load_engine_runner(
+    engine_type: &str,
+    cfg: TomlTable,
+) -> Result<Box<dyn EngineRunner>> {
+    match engine_type {
+        TYPE_DATAFUSION => Ok(Box::new(DataFusionEngine::new(cfg).await?)),
+        _ => Err(anyhow::anyhow!("Unsupported engine type: {}", engine_type).into()),
+    }
 }
 
-impl Engine {
-    pub async fn new(config: TomlTable) -> Result<Self> {
-        let engine_type = config
-            .get(KEY_TYPE)
-            .ok_or_else(|| anyhow::anyhow!("Missing required key: {KEY_TYPE}"))?
-            .as_str()
-            .ok_or_else(|| anyhow::anyhow!("Config value for {KEY_TYPE} must be a string"))?;
-
-        match engine_type {
-            TYPE_DATAFUSION => {
-                let engine = DataFusionEngine::new(config).await?;
-                Ok(Engine::DataFusion(engine))
-            }
-            _ => Err(anyhow::anyhow!("Unsupported engine type: {engine_type}").into()),
+pub async fn run_slt_with_runner<D, M>(
+    mut runner: Runner<D, M>,
+    step_slt_file: impl AsRef<Path>,
+) -> Result<()>
+where
+    D: AsyncDB + Send + 'static,
+    M: MakeConnection<Conn = D> + Send + 'static,
+{
+    let path = step_slt_file.as_ref().canonicalize()?;
+    let records = parse_file(&path).map_err(|e| Error(anyhow!("parsing slt file failed: {e}")))?;
+
+    for record in records {
+        if let Err(err) = runner.run_async(record).await {
+            return Err(Error(anyhow!("SLT record execution failed: {err}")));
         }
     }
 
-    pub async fn run_slt_file(&mut self, path: &Path) -> Result<()> {
-        match self {
-            Engine::DataFusion(engine) => engine.run_slt_file(path).await,
-        }
-    }
+    Ok(())
 }
 
 #[cfg(test)]
 mod tests {
-    use toml::Table as TomlTable;
-
-    use crate::engine::Engine;
+    use crate::engine::{TYPE_DATAFUSION, load_engine_runner};
 
     #[tokio::test]
-    async fn test_engine_new_missing_type_key() {
-        let config = TomlTable::new();
-        let result = Engine::new(config).await;
+    async fn test_engine_invalid_type() {
+        let input = r#"
+            [engines]
+            random = { type = "random_engine", url = "http://localhost:8181" }
+        "#;
+        let tbl = toml::from_str(input).unwrap();
+        let result = load_engine_runner("random_engine", tbl).await;
 
         assert!(result.is_err());
     }
 
     #[tokio::test]
-    async fn test_engine_invalid_type() {
+    async fn test_load_datafusion() {
         let input = r#"
             [engines]
-            random = { type = "random_engine", url = "http://localhost:8181" }
+            df = { type = "datafusion" }
         "#;
         let tbl = toml::from_str(input).unwrap();
-        let result = Engine::new(tbl).await;
+        let result = load_engine_runner(TYPE_DATAFUSION, tbl).await;
 
-        assert!(result.is_err());
+        assert!(result.is_ok());
     }
 }
diff --git a/crates/sqllogictest/src/error.rs b/crates/sqllogictest/src/error.rs
index 01eb364e2a..2bf5a09d6b 100644
--- a/crates/sqllogictest/src/error.rs
+++ b/crates/sqllogictest/src/error.rs
@@ -44,3 +44,9 @@ impl From<anyhow::Error> for Error {
         Self(value)
     }
 }
+
+impl From<std::io::Error> for Error {
+    fn from(value: std::io::Error) -> Self {
+        Self(value.into())
+    }
+}
diff --git a/crates/sqllogictest/src/lib.rs b/crates/sqllogictest/src/lib.rs
index 7b17727d1a..34a3c654aa 100644
--- a/crates/sqllogictest/src/lib.rs
+++ b/crates/sqllogictest/src/lib.rs
@@ -18,9 +18,6 @@
 // This lib contains codes copied from
 // [Apache Datafusion](https://github.com/apache/datafusion/tree/main/datafusion/sqllogictest)
 
-#[allow(dead_code)]
 mod engine;
-#[allow(dead_code)]
-mod error;
-#[allow(dead_code)]
-mod schedule;
+pub mod error;
+pub mod schedule;
diff --git a/crates/sqllogictest/src/schedule.rs b/crates/sqllogictest/src/schedule.rs
index d3284949bc..7c13ad4d12 100644
--- a/crates/sqllogictest/src/schedule.rs
+++ b/crates/sqllogictest/src/schedule.rs
@@ -24,11 +24,11 @@ use serde::{Deserialize, Serialize};
 use toml::{Table as TomlTable, Value};
 use tracing::info;
 
-use crate::engine::Engine;
+use crate::engine::{EngineRunner, load_engine_runner};
 
 pub struct Schedule {
     /// Engine names to engine instances
-    engines: HashMap<String, Engine>,
+    engines: HashMap<String, Box<dyn EngineRunner>>,
     /// List of test steps to run
     steps: Vec<Step>,
     /// Path of the schedule file
@@ -44,7 +44,11 @@ pub struct Step {
 }
 
 impl Schedule {
-    pub fn new(engines: HashMap<String, Engine>, steps: Vec<Step>, schedule_file: String) -> Self {
+    pub fn new(
+        engines: HashMap<String, Box<dyn EngineRunner>>,
+        steps: Vec<Step>,
+        schedule_file: String,
+    ) -> Self {
         Self {
             engines,
             steps,
@@ -102,7 +106,9 @@ impl Schedule {
         Ok(())
     }
 
-    async fn parse_engines(table: &TomlTable) -> anyhow::Result<HashMap<String, Engine>> {
+    async fn parse_engines(
+        table: &TomlTable,
+    ) -> anyhow::Result<HashMap<String, Box<dyn EngineRunner>>> {
         let engines_tbl = table
             .get("engines")
             .with_context(|| "Schedule file must have an 'engines' table")?
@@ -117,9 +123,13 @@ impl Schedule {
                 .ok_or_else(|| anyhow!("Config of engine '{name}' is not a table"))?
                 .clone();
 
-            let engine = Engine::new(cfg_tbl)
-                .await
-                .with_context(|| format!("Failed to construct engine '{name}'"))?;
+            let engine_type = cfg_tbl
+                .get("type")
+                .ok_or_else(|| anyhow::anyhow!("Engine {name} doesn't have a 'type' field"))?
+                .as_str()
+                .ok_or_else(|| anyhow::anyhow!("Engine {name} type must be a string"))?;
+
+            let engine = load_engine_runner(engine_type, cfg_tbl.clone()).await?;
 
             if engines.insert(name.clone(), engine).is_some() {
                 return Err(anyhow!("Duplicate engine '{name}'"));
diff --git a/crates/sqllogictest/testdata/schedules/df_test.toml b/crates/sqllogictest/testdata/schedules/df_test.toml
new file mode 100644
index 0000000000..0733744951
--- /dev/null
+++ b/crates/sqllogictest/testdata/schedules/df_test.toml
@@ -0,0 +1,23 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+[engines]
+df = { type = "datafusion" }
+
+[[steps]]
+engine = "df"
+slt = "df_test/show_tables.slt"
\ No newline at end of file
diff --git a/crates/sqllogictest/testdata/slts/df_test/show_tables.slt b/crates/sqllogictest/testdata/slts/df_test/show_tables.slt
new file mode 100644
index 0000000000..34709d7359
--- /dev/null
+++ b/crates/sqllogictest/testdata/slts/df_test/show_tables.slt
@@ -0,0 +1,34 @@
+# Licensed to the Apache Software Foundation (ASF) under one
+# or more contributor license agreements.  See the NOTICE file
+# distributed with this work for additional information
+# regarding copyright ownership.  The ASF licenses this file
+# to you under the Apache License, Version 2.0 (the
+# "License"); you may not use this file except in compliance
+# with the License.  You may obtain a copy of the License at
+#
+#   http://www.apache.org/licenses/LICENSE-2.0
+#
+# Unless required by applicable law or agreed to in writing,
+# software distributed under the License is distributed on an
+# "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+# KIND, either express or implied.  See the License for the
+# specific language governing permissions and limitations
+# under the License.
+
+query TTTT rowsort
+SHOW TABLES
+----
+datafusion information_schema columns VIEW
+datafusion information_schema df_settings VIEW
+datafusion information_schema parameters VIEW
+datafusion information_schema routines VIEW
+datafusion information_schema schemata VIEW
+datafusion information_schema tables VIEW
+datafusion information_schema views VIEW
+default information_schema columns VIEW
+default information_schema df_settings VIEW
+default information_schema parameters VIEW
+default information_schema routines VIEW
+default information_schema schemata VIEW
+default information_schema tables VIEW
+default information_schema views VIEW
\ No newline at end of file
diff --git a/crates/sqllogictest/tests/sqllogictests.rs b/crates/sqllogictest/tests/sqllogictests.rs
new file mode 100644
index 0000000000..434d9d78cc
--- /dev/null
+++ b/crates/sqllogictest/tests/sqllogictests.rs
@@ -0,0 +1,87 @@
+// Licensed to the Apache Software Foundation (ASF) under one
+// or more contributor license agreements.  See the NOTICE file
+// distributed with this work for additional information
+// regarding copyright ownership.  The ASF licenses this file
+// to you under the Apache License, Version 2.0 (the
+// "License"); you may not use this file except in compliance
+// with the License.  You may obtain a copy of the License at
+//
+//   http://www.apache.org/licenses/LICENSE-2.0
+//
+// Unless required by applicable law or agreed to in writing,
+// software distributed under the License is distributed on an
+// "AS IS" BASIS, WITHOUT WARRANTIES OR CONDITIONS OF ANY
+// KIND, either express or implied.  See the License for the
+// specific language governing permissions and limitations
+// under the License.
+
+use std::fs;
+use std::path::PathBuf;
+
+use iceberg_sqllogictest::schedule::Schedule;
+use libtest_mimic::{Arguments, Trial};
+use tokio::runtime::Handle;
+
+pub fn main() {
+    env_logger::init();
+
+    let rt = tokio::runtime::Builder::new_multi_thread()
+        .enable_all()
+        .build()
+        .unwrap();
+
+    // Parse command line arguments
+    let args = Arguments::from_args();
+
+    let tests = collect_trials(rt.handle().clone()).unwrap();
+    let result = libtest_mimic::run(&args, tests);
+
+    drop(rt);
+
+    result.exit();
+}
+
+pub(crate) fn collect_trials(handle: Handle) -> anyhow::Result<Vec<Trial>> {
+    let schedule_files = collect_schedule_files()?;
+    log::debug!(
+        "Found {} schedules files: {:?}",
+        schedule_files.len(),
+        &schedule_files
+    );
+    let mut trials = Vec::with_capacity(schedule_files.len());
+    for schedule_file in schedule_files {
+        let h = handle.clone();
+        let trial_name = format!(
+            "schedule: {}",
+            schedule_file
+                .file_name()
+                .expect("Schedule file should have a name")
+                .to_string_lossy()
+        );
+        let trial = Trial::test(trial_name, move || {
+            Ok(h.block_on(run_schedule(schedule_file.clone()))?)
+        });
+        trials.push(trial);
+    }
+    Ok(trials)
+}
+
+pub(crate) fn collect_schedule_files() -> anyhow::Result<Vec<PathBuf>> {
+    let dir = PathBuf::from(format!("{}/testdata/schedules", env!("CARGO_MANIFEST_DIR")));
+    let mut schedule_files = Vec::with_capacity(32);
+    for entry in fs::read_dir(&dir)? {
+        let entry = entry?;
+        let path = entry.path();
+        if path.is_file() {
+            schedule_files.push(fs::canonicalize(dir.join(path))?);
+        }
+    }
+    Ok(schedule_files)
+}
+
+pub(crate) async fn run_schedule(schedule_file: PathBuf) -> anyhow::Result<()> {
+    let schedules = Schedule::from_file(schedule_file).await?;
+    schedules.run().await?;
+
+    Ok(())
+}
diff --git a/website/src/reference/orbstack.md b/website/src/reference/orbstack.md
index cb00849d6b..cbd6566359 100644
--- a/website/src/reference/orbstack.md
+++ b/website/src/reference/orbstack.md
@@ -25,7 +25,7 @@
    
 2. Migrate Docker data
     ```shell
-    orbstack migrate docker
+    orb migrate docker
     ```
    
 3. (Optional) Add registry mirrors
@@ -36,4 +36,4 @@
     {
         "registry-mirrors": ["<mirror_addr>"]
     }
-   ```
\ No newline at end of file
+   ```