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We used Qdrant in production - it's a solid vector db offering and highly recommend. However we are moving everything to Postgres with pgvector for simplicity i.e fewer moving parts. It was a PITA keeping data synced between pgsql <> qdrant.


mind sharing what your embedding generation architecture looks like and what data sync issues you've encountered?


Why not a Kafka pipeline?




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