# RAG Without a Vector Database

> Build retrieval-augmented generation pipelines without standing up a vector DB.

Canonical: https://omna.dev/rag-without-vector-db

For most RAG pipelines under 10M chunks, you don't need a vector DB. Index in a DataFrame, search in-process with Omna, pass the top-k to your LLM.