Remove StackOverflow examples from documentation and navigation; update dependencies comment

Author: tae898

.github/workflows/test-python-examples.yml

@@ -247,7 +247,7 @@ jobs:
             python3 download_data.py movielens-small
           fi
 
-          if echo "$examples" | grep -qE '(^|[[:space:]])07_stackoverflow_multimodel\.py([[:space:]]|$)'; then
+          if echo "$examples" | grep -qE '(^|[[:space:]])(08_stackoverflow_tables_oltp|09_stackoverflow_tables_olap|10_stackoverflow_graph_oltp|11_stackoverflow_graph_olap|14_stackoverflow_hybrid_queries)\.py([[:space:]]|$)'; then
             echo "📥 Downloading Stack Overflow Small dataset..."
             python3 download_data.py stackoverflow-small --no-vectors
           fi
@@ -334,11 +334,6 @@ jobs:
                 example_name="$example (vector search, import from JSONL)"
                 timeout_duration=900  # 15 minutes
                 ;;
-              "07_stackoverflow_multimodel.py")
-                example_args="--dataset stackoverflow-small"
-                example_name="$example (stackoverflow-small dataset)"
-                timeout_duration=1800  # 30 minutes
-                ;;
               *)
                 example_args=""
                 example_name="$example"

bindings/python/docs/development/contributing.md

@@ -135,8 +135,6 @@ arcadedb/bindings/python/
 │   ├── 04_csv_import_documents.py
 │   ├── 05_csv_import_graph.py
 │   ├── 06_vector_search_recommendations.py
-│   ├── 07_stackoverflow_multimodel.py
-│   ├── 07_server_mode_rest_api.py
 │   ├── download_data.py           # Data download helper
 │   ├── data/                      # Example datasets
 │   └── benchmark-vector/          # Vector benchmark suite

bindings/python/docs/development/testing/test-resultset.md

@@ -90,4 +90,3 @@ Key behaviors: ResultSet is single-use for iteration, `count()` runs server-side
 - **[Results API](../../api/results.md)** - Full API reference
 - **[Query Guide](../../guide/core/queries.md)** - Query patterns
 - **[Database Tests](test-core.md)** - Database operations
-- **[Example 07: StackOverflow](../../examples/07_stackoverflow_multimodel.md)** - Complex queries

bindings/python/docs/examples/02_social_network_graph.md

@@ -362,11 +362,8 @@ db.command("sql", """
 - [**03 - Vector Search**](03_vector_search.md) - Semantic similarity search with HNSW indexing
 - [**05 - CSV Import (Graph)**](05_csv_import_graph.md) - Creating graph structures from CSV data
 - [**06 - Vector Search Recommendations**](06_vector_search_recommendations.md) - Semantic search and movie recommendations
-- [**07 - Multi-Model Stack Overflow**](07_stackoverflow_multimodel.md) - Combining graph, documents, and vectors
 
 ## Next Steps
 
 - Learn about [Vector Search](03_vector_search.md) for AI-powered semantic search
 - Explore [CSV Import (Graph)](05_csv_import_graph.md) for importing graph data from files
-- See [Multi-Model Stack Overflow](07_stackoverflow_multimodel.md) for combining graph with documents and vectors
-- Check out [Server Mode & HTTP API](07_server_mode_rest_api.md) for production deployment

bindings/python/docs/examples/07_stackoverflow_multimodel.md

@@ -113,8 +113,6 @@ Browse all examples:
 - **[04 - CSV Import (Tables)](04_csv_import_documents.md)** - Import tabular data
 - **[05 - CSV Import (Graph)](05_csv_import_graph.md)** - Import graph data
 - **[06 - Vector Search (Movies)](06_vector_search_recommendations.md)** - Movie recommendations
-- **[07 - StackOverflow (Multi-Model)](07_stackoverflow_multimodel.md)** - Multi-model database
-- **[07 - Server Mode](07_server_mode_rest_api.md)** - HTTP server & Studio UI
 
 ## Source Code
 

bindings/python/docs/examples/08_server_mode_rest_api.md

@@ -83,7 +83,7 @@ Dataset sizes:
 - stackoverflow-large: ~10 GB disk (subset of full)
 - stackoverflow-full: ~323 GB disk
 
-Expected document counts (from `07_stackoverflow_multimodel.py`):
+Expected document counts:
 
 **stackoverflow-small**
 

bindings/python/docs/examples/basic.md

@@ -131,18 +131,6 @@ with arcadedb.open_database("./graph_import_demo") as db:
     print(stats)
 ```
 
-## Multi-Model Import
-
-Combine different import strategies for multi-model databases:
-
-**[Example 07 - StackOverflow Multi-Model](07_stackoverflow_multimodel.md)**
-
-See a complete example that combines:
-
-- Document storage for questions/answers
-- Graph relationships for user connections
-- Vector embeddings for semantic search
-
 ## Performance Tips
 
 ### Optimize Import Speed

bindings/python/docs/examples/download_data.md

@@ -28,11 +28,6 @@ Production graph creation from MovieLens dataset. Comprehensive performance anal
 **[06 - Vector Search - Movie Recommendations](06_vector_search_recommendations.md)**
 Production-ready vector embeddings and HNSW (JVector) indexing for semantic movie search.
 
-**[07 - Multi-Model: Stack Overflow Q&A](07_stackoverflow_multimodel.md)**
-Documents (questions/answers), graph (user relationships, tags), and vectors (duplicate detection) in one comprehensive system. Demonstrates all three models working together with rich Stack Exchange dataset. Features RID-based pagination patterns and index-based vertex lookups for high performance.
-
-**[07 - Server Mode & HTTP API](07_server_mode_rest_api.md)**
-Embedded server with Studio UI and REST API. Demonstrates hybrid access pattern (embedded Python + HTTP API), concurrent load testing with multiple clients, polyglot querying (SQL + OpenCypher), and visual database exploration using ArcadeDB Studio.
 
 ## Quick Start
 
@@ -51,8 +46,6 @@ python 01_simple_document_store.py
 4. **CSV Import - Documents** (04) - ETL to documents with MovieLens
 5. **CSV Import - Graph** (05) - Same data as graph with performance benchmarks
 6. **Vector Search - Movies** (06) - Semantic search and recommendations
-7. **Multi-Model Stack Overflow** (07) - Documents + Graph + Vectors
-8. **Server Mode** (08) - Production deployment and Studio UI
 
 ---