diff --git a/pyiceberg/expressions/visitors.py b/pyiceberg/expressions/visitors.py
index ee8d1e930a..4a5d224bb7 100644
--- a/pyiceberg/expressions/visitors.py
+++ b/pyiceberg/expressions/visitors.py
@@ -14,7 +14,9 @@
 # KIND, either express or implied.  See the License for the
 # specific language governing permissions and limitations
 # under the License.
+import hashlib
 import math
+import threading
 from abc import ABC, abstractmethod
 from functools import singledispatch
 from typing import (
@@ -1975,11 +1977,119 @@ def residual_for(self, partition_data: Record) -> BooleanExpression:
         return self.expr
 
 
+_DEFAULT_RESIDUAL_EVALUATOR_CACHE_SIZE = 128
+
+
+class ResidualEvaluatorCache:
+    """Thread-safe LRU cache for ResidualEvaluator instances.
+
+    Caches ResidualEvaluators to avoid repeated instantiation and initialization
+    overhead when scanning multiple data files with identical partition specs,
+    expressions, schemas, and case sensitivity settings.
+    """
+
+    _cache: Dict[str, ResidualEvaluator]
+    _maxsize: int
+    _lock: threading.RLock
+
+    def __init__(self, maxsize: int = _DEFAULT_RESIDUAL_EVALUATOR_CACHE_SIZE) -> None:
+        """Initialize the cache.
+
+        Args:
+            maxsize: Maximum number of evaluators to cache. Defaults to 128.
+        """
+        self._cache = {}
+        self._maxsize = maxsize
+        self._lock = threading.RLock()
+
+    @staticmethod
+    def _make_key(
+        spec_id: int,
+        expr: BooleanExpression,
+        case_sensitive: bool,
+        schema_id: int | None = None,
+    ) -> str:
+        """Create deterministic cache key from evaluator parameters.
+
+        Args:
+            spec_id: Partition spec identifier.
+            expr: Filter expression tree.
+            case_sensitive: Case-sensitive flag.
+            schema_id: Optional schema identifier.
+
+        Returns:
+            32-character MD5 hex string cache key.
+        """
+        key_parts = f"{spec_id}#{repr(expr)}#{case_sensitive}#{schema_id}"
+        return hashlib.md5(key_parts.encode()).hexdigest()
+
+    def get(
+        self,
+        spec: PartitionSpec,
+        expr: BooleanExpression,
+        case_sensitive: bool,
+        schema: Schema,
+    ) -> ResidualEvaluator | None:
+        """Retrieve cached evaluator if it exists.
+
+        Args:
+            spec: Partition specification.
+            expr: Filter expression.
+            case_sensitive: Case sensitivity flag.
+            schema: Table schema.
+
+        Returns:
+            Cached ResidualEvaluator or None.
+        """
+        cache_key = self._make_key(spec.spec_id, expr, case_sensitive, schema.schema_id)
+        with self._lock:
+            return self._cache.get(cache_key)
+
+    def put(
+        self,
+        spec: PartitionSpec,
+        expr: BooleanExpression,
+        case_sensitive: bool,
+        schema: Schema,
+        evaluator: ResidualEvaluator,
+    ) -> None:
+        """Cache a ResidualEvaluator instance.
+
+        Args:
+            spec: Partition specification.
+            expr: Filter expression.
+            case_sensitive: Case sensitivity flag.
+            schema: Table schema.
+            evaluator: ResidualEvaluator to cache.
+        """
+        cache_key = self._make_key(spec.spec_id, expr, case_sensitive, schema.schema_id)
+        with self._lock:
+            if len(self._cache) >= self._maxsize:
+                oldest_key = next(iter(self._cache))
+                del self._cache[oldest_key]
+            self._cache[cache_key] = evaluator
+
+    def clear(self) -> None:
+        """Clear all cached evaluators."""
+        with self._lock:
+            self._cache.clear()
+
+
+_residual_evaluator_cache = ResidualEvaluatorCache()
+
+
 def residual_evaluator_of(
     spec: PartitionSpec, expr: BooleanExpression, case_sensitive: bool, schema: Schema
 ) -> ResidualEvaluator:
-    return (
-        UnpartitionedResidualEvaluator(schema=schema, expr=expr)
-        if spec.is_unpartitioned()
-        else ResidualEvaluator(spec=spec, expr=expr, schema=schema, case_sensitive=case_sensitive)
-    )
+    cached = _residual_evaluator_cache.get(spec, expr, case_sensitive, schema)
+    if cached is not None:
+        return cached
+
+    evaluator: ResidualEvaluator
+    if spec.is_unpartitioned():
+        evaluator = UnpartitionedResidualEvaluator(schema=schema, expr=expr)
+    else:
+        evaluator = ResidualEvaluator(spec=spec, expr=expr, schema=schema, case_sensitive=case_sensitive)
+
+    _residual_evaluator_cache.put(spec, expr, case_sensitive, schema, evaluator)
+    return evaluator