Redis Vector Search Tutorial (2026) | Docker + Python Full Implementation
Redis Vector Search Tutorial (Docker + Python Full Setup)
In this step-by-step tutorial, we convert Redis into a powerful vector database using Redis Stack.
You’ll learn how to:
Run Redis Stack using Docker
Connect using Python Redis SDK
Store embeddings in HASH format
Create HNSW vector indices
Perform KNN semantic search
Build hybrid search queries
This tutorial is ideal for:
AI engineers
Backend developers
Anyone building RAG or semantic search systems
We use:
Redis Stack
Docker
Python
HNSW indexing
Vector embeddings
Redis Stack Docs:
https://redis.io/docs/latest/operate/...
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