Pipeline Brief

pgvector

Vector similarity search extension for PostgreSQL

About pgvector

pgvector adds vector similarity search to PostgreSQL. Store embeddings alongside relational data in your existing Postgres database. No separate vector database infrastructure needed.

Best for

Best for teams already on PostgreSQL wanting vector search without new infrastructure

Pros & Cons

Pros

  • Use existing PostgreSQL — no new infrastructure
  • Store vectors alongside relational data
  • Simple to add to any Postgres deployment

Cons

  • Performance limits at very large scale
  • Less specialized than dedicated vector DBs
  • Limited vector-specific features

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