What happened when I moved vector retrieval into Snowflake SQL instead of orchestrating RAG outside

dima806_dima · x · 2026-11-11

The author shares a hands-on account of moving vector retrieval from an external RAG orchestration setup into Snowflake SQL itself, and what changed after the migration. The core claim: you don't need to orchestrate RAG outside Snowflake — doing vector retrieval natively in SQL simplifies the architecture. Useful reading for anyone engineering RAG inside their data stack.

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