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pgvector

Vector similarity search on Postgres without a separate vector database.

Vector StoreRating: 4/5ShopMate

Why I Use It

I run RAG applications and semantic search without adding another infrastructure piece. pgvector gives me cosine similarity right in Postgres, which I'm already running. Performance is fine for most workloads, and I don't have to sync data between a database and a vector store.

When I Recommend It to a Client

When their vector needs are moderate (millions of embeddings, not billions) and they want to avoid operating a separate vector database. Also when they already have Postgres in their stack.

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Technical Details

Category
Vector Store
Rating
4/5
Last Updated
January 15, 2025
Used In
ShopMate