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pgvector with LlamaIndex: Build a RAG Pipeline on PostgreSQL

https://rivestack.io/blog/pgvector-llamaindex

Full walkthrough for using LlamaIndex PGVectorStore with pgvector: setup, metadata filtering, incremental ingestion, and cross-encoder reranking. No dedicated vector DB needed if you're already on PostgreSQL.

submitted this linkon May 20, 2026