Apply correct product name

FlorentinD · FlorentinD · commit d4acb7d20f50 · 2025-07-16T09:28:25.000+02:00
diff --git a/doc/modules/ROOT/pages/getting-started.adoc b/doc/modules/ROOT/pages/getting-started.adoc
@@ -42,9 +42,9 @@ Please note that the `GraphDataScience` object needs to communicate with a Neo4j
 If there is no such database, you will need to <<specifying-targeted-database, provide a valid database using the `database` keyword parameter>>.
 
 
-=== Aura Graph Analytics Serverless
+=== Aura Graph Analytics
 
-The GDS Python Client has dedicated support for the xref:graph-analytics-serverless.adoc[Aura Graph Analytics Serverless] offering.
+The GDS Python Client has dedicated support for the xref:graph-analytics-serverless.adoc[Aura Graph Analytics] offering.
 
 This example shows how to instantiate the `GraphDataScience` object using an Aura API key pair and AuraDB connection information.
 
diff --git a/doc/modules/ROOT/pages/graph-analytics-serverless.adoc b/doc/modules/ROOT/pages/graph-analytics-serverless.adoc
@@ -1,8 +1,8 @@
-= Aura Graph Analytics Serverless
+= Aura Graph Analytics
 
 :page-aliases: gds-session
 
-Aura Graph Analytics Serverless is an on-demand ephemeral compute environment for running GDS workloads.
+Aura Graph Analytics serverless is an on-demand ephemeral compute environment for running GDS workloads.
 Each compute unit is called a _GDS Session_.
 It is offered as part of link:https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless[Neo4j Aura], a fast, scalable, always-on, fully automated cloud graph platform.
 
@@ -610,7 +610,7 @@ gds.wcc.write(
 You can run Cypher queries on the Neo4j DB using the `run_cypher()` method.
 There is no restriction on the type of query that can be run, but it is important to note that the query will be run on the Neo4j DB, and not on the GDS Session.
 
-NOTE: If you want to use Cypher to operate Graph Analytics Serverless use the https://neo4j.com/docs/graph-data-science/current/installation/aura-graph-analytics-serverless/#_syntax[Cypher API].
+NOTE: If you want to use Cypher to operate Aura Graph Analytics serverless use the https://neo4j.com/docs/graph-data-science/current/installation/aura-graph-analytics-serverless/#_syntax[Cypher API].
 
 
 .Run a Cypher query to find our written-back embeddings:
diff --git a/doc/modules/ROOT/pages/tutorials/centrality-algorithms.adoc b/doc/modules/ROOT/pages/tutorials/centrality-algorithms.adoc
@@ -28,7 +28,7 @@ connection to the database.
 
 TIP: Alternatively, you can use
 https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/[Aura
-Graph Analytics Serverless] and skip the whole Setup section below.
+Graph Analytics] and skip the whole Setup section below.
 
 [source, python, role=no-test]
 ----
diff --git a/doc/modules/ROOT/pages/tutorials/community-detection.adoc b/doc/modules/ROOT/pages/tutorials/community-detection.adoc
@@ -28,7 +28,7 @@ connection to the database.
 
 TIP: Alternatively, you can use
 https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/[Aura
-Graph Analytics Serverless] and skip the whole Setup section below.
+Graph Analytics] and skip the whole Setup section below.
 
 [source, python, role=no-test]
 ----
diff --git a/doc/modules/ROOT/pages/tutorials/fastrp-and-knn.adoc b/doc/modules/ROOT/pages/tutorials/fastrp-and-knn.adoc
@@ -48,7 +48,7 @@ our GDS client connection to the database.
 
 TIP: Alternatively, you can use
 https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/[Aura
-Graph Analytics Serverless] and skip the whole Setup section below.
+Graph Analytics] and skip the whole Setup section below.
 
 [source, python, role=no-test]
 ----
diff --git a/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless-self-managed.adoc b/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless-self-managed.adoc
@@ -1,6 +1,6 @@
 // DO NOT EDIT - AsciiDoc file generated automatically
 
-= Graph Analytics Serverless for Self-Managed Neo4j DB
+= Aura Graph Analytics for Self-Managed Neo4j DB
 
 
 https://colab.research.google.com/github/neo4j/graph-data-science-client/blob/main/examples/graph-analytics-serverless-self-managed.ipynb[image:https://colab.research.google.com/assets/colab-badge.svg[Open
@@ -26,7 +26,7 @@ example].
 == Prerequisites
 
 This notebook requires having a Neo4j instance available and that the
-Graph Analytics Serverless
+Aura Graph Analytics
 https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless[feature]
 is enabled for your Neo4j Aura project.
 
diff --git a/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless-standalone.adoc b/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless-standalone.adoc
@@ -1,6 +1,6 @@
 // DO NOT EDIT - AsciiDoc file generated automatically
 
-= Graph Analytics Serverless for non-Neo4j data sources
+= Aura Graph Analytics for non-Neo4j data sources
 
 
 https://colab.research.google.com/github/neo4j/graph-data-science-client/blob/main/examples/graph-analytics-serverless-standalone.ipynb[image:https://colab.research.google.com/assets/colab-badge.svg[Open
@@ -25,7 +25,7 @@ link:../graph-analytics-serverless-self-managed[this example].
 
 == Prerequisites
 
-This notebook requires having the Graph Analytics Serverless
+This notebook requires having the Aura Graph Analytics
 https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless[feature]
 enabled for your Neo4j Aura project.
 
diff --git a/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless.adoc b/doc/modules/ROOT/pages/tutorials/graph-analytics-serverless.adoc
@@ -1,6 +1,6 @@
 // DO NOT EDIT - AsciiDoc file generated automatically
 
-= Graph Analytics Serverless for AuraDB
+= Aura Graph Analytics for AuraDB
 
 
 https://colab.research.google.com/github/neo4j/graph-data-science-client/blob/main/examples/graph-analytics-serverless.ipynb[image:https://colab.research.google.com/assets/colab-badge.svg[Open
@@ -26,7 +26,7 @@ link:../graph-analytics-serverless-self-managed[this example].
 == Prerequisites
 
 This notebook requires having an AuraDB instance available and have the
-Graph Analytics Serverless
+Aura Graph Analytics
 https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless[feature]
 enabled for your project.
 
diff --git a/doc/modules/ROOT/pages/tutorials/import-sample-export-gnn.adoc b/doc/modules/ROOT/pages/tutorials/import-sample-export-gnn.adoc
@@ -51,7 +51,7 @@ connection to the database.
 
 TIP: Alternatively, you can use
 https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/[Aura
-Graph Analytics Serverless] and skip the whole Setup section below.
+Graph Analytics] and skip the whole Setup section below.
 
 [source, python, role=no-test]
 ----
diff --git a/doc/modules/ROOT/pages/tutorials/load-data-via-graph-construction.adoc b/doc/modules/ROOT/pages/tutorials/load-data-via-graph-construction.adoc
@@ -24,7 +24,7 @@ AuraDS (which comes with GDS preinstalled) or Neo4j Desktop.
 
 TIP: Alternatively, you can use
 https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/[Aura
-Graph Analytics Serverless] and skip the whole Setup section below.
+Graph Analytics] and skip the whole Setup section below.
 
 Once the credentials to this environment are available, we can install
 the `graphdatascience` package and import the client class.
diff --git a/examples/centrality-algorithms.ipynb b/examples/centrality-algorithms.ipynb
@@ -34,7 +34,7 @@
     "\n",
     "We start by importing our dependencies and setting up our GDS client connection to the database.\n",
     "\n",
-    "TIP: Alternatively, you can use [Aura Graph Analytics Serverless](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
+    "TIP: Alternatively, you can use [Aura Graph Analytics](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
    ]
   },
   {
diff --git a/examples/community-detection.ipynb b/examples/community-detection.ipynb
@@ -37,7 +37,7 @@
     "\n",
     "We start by importing our dependencies and setting up our GDS client connection to the database.\n",
     "\n",
-    "TIP: Alternatively, you can use [Aura Graph Analytics Serverless](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
+    "TIP: Alternatively, you can use [Aura Graph Analytics](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
    ]
   },
   {
diff --git a/examples/fastrp-and-knn.ipynb b/examples/fastrp-and-knn.ipynb
@@ -57,7 +57,7 @@
     "\n",
     "We start by installing and importing our dependencies, and setting up our GDS client connection to the database.\n",
     "\n",
-    "TIP: Alternatively, you can use [Aura Graph Analytics Serverless](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
+    "TIP: Alternatively, you can use [Aura Graph Analytics](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
    ]
   },
   {
diff --git a/examples/graph-analytics-serverless-self-managed.ipynb b/examples/graph-analytics-serverless-self-managed.ipynb
@@ -8,7 +8,7 @@
     ]
    },
    "source": [
-    "# Graph Analytics Serverless for Self-Managed Neo4j DB"
+    "# Aura Graph Analytics for Self-Managed Neo4j DB"
    ]
   },
   {
@@ -42,7 +42,7 @@
    "source": [
     "## Prerequisites\n",
     "\n",
-    "This notebook requires having a Neo4j instance available and that the Graph Analytics Serverless [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) is enabled for your Neo4j Aura project. \n",
+    "This notebook requires having a Neo4j instance available and that the Aura Graph Analytics [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) is enabled for your Neo4j Aura project. \n",
     "\n",
     "You also need to have the `graphdatascience` Python library installed, version `1.15` or later."
    ]
diff --git a/examples/graph-analytics-serverless-standalone.ipynb b/examples/graph-analytics-serverless-standalone.ipynb
@@ -8,7 +8,7 @@
     ]
    },
    "source": [
-    "# Graph Analytics Serverless for non-Neo4j data sources"
+    "# Aura Graph Analytics for non-Neo4j data sources"
    ]
   },
   {
@@ -43,7 +43,7 @@
    "source": [
     "## Prerequisites\n",
     "\n",
-    "This notebook requires having the Graph Analytics Serverless [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) enabled for your Neo4j Aura project. \n",
+    "This notebook requires having the Aura Graph Analytics [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) enabled for your Neo4j Aura project. \n",
     "\n",
     "You also need to have the `graphdatascience` Python library installed, version `1.15` or later."
    ]
diff --git a/examples/graph-analytics-serverless.ipynb b/examples/graph-analytics-serverless.ipynb
@@ -8,7 +8,7 @@
     ]
    },
    "source": [
-    "# Graph Analytics Serverless for AuraDB"
+    "# Aura Graph Analytics for AuraDB"
    ]
   },
   {
@@ -42,7 +42,7 @@
    "source": [
     "## Prerequisites\n",
     "\n",
-    "This notebook requires having an AuraDB instance available and have the Graph Analytics Serverless [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) enabled for your project. \n",
+    "This notebook requires having an AuraDB instance available and have the Aura Graph Analytics [feature](https://neo4j.com/docs/aura/graph-analytics/#aura-gds-serverless) enabled for your project.\n",
     "\n",
     "You also need to have the `graphdatascience` Python library installed, version `1.15` or later."
    ]
diff --git a/examples/import-sample-export-gnn.ipynb b/examples/import-sample-export-gnn.ipynb
@@ -63,7 +63,7 @@
     "\n",
     "We start by importing our dependencies and setting up our GDS client connection to the database.\n",
     "\n",
-    "TIP: Alternatively, you can use [Aura Graph Analytics Serverless](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
+    "TIP: Alternatively, you can use [Aura Graph Analytics](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. "
    ]
   },
   {
diff --git a/examples/load-data-via-graph-construction.ipynb b/examples/load-data-via-graph-construction.ipynb
@@ -40,7 +40,7 @@
     "\n",
     "We need an environment where Neo4j and GDS are available, for example AuraDS (which comes with GDS preinstalled) or Neo4j Desktop. \n",
     "\n",
-    "TIP: Alternatively, you can use [Aura Graph Analytics Serverless](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. \n",
+    "TIP: Alternatively, you can use [Aura Graph Analytics](https://neo4j.com/docs/graph-data-science-client/current/graph-analytics-serverless/) and skip the whole Setup section below. \n",
     "\n",
     "Once the credentials to this environment are available, we can install the `graphdatascience` package and import the client class."
    ]
