Python

Test Python apps against a real, disposable RavenDB server with Testcontainers and the Test Driver, then run it on GitHub Actions to catch bugs mocks miss.

See how RavenDB Embedded lets a C# or Python application start and manage its own local RavenDB server, then build a vending machine whose stock survives restarts.

Learn how to use the ravendb-test-driver package to run Python integration tests against a real in-memory RavenDB instance, replacing mocks with a database environment that mirrors production.

Learn how to implement spatial search in RavenDB with Python. Covers radius queries, custom polygon shapes, WKT syntax, and reverse point-in-polygon lookup using the Flat Finder demo.

Build text-to-image and image-to-image product search on top of RavenDB vector search, using CLIP embeddings stored in documents and the original images kept as attachments.

Build a semantic search API with RavenDB, Python, and FastAPI. Learn manual and automatic embedding generation with OpenAI, and run vector similarity search in under 50 lines of application code.