# pgvector Alternative for Analytical Pipelines

> Skip pgvector for DataFrame-scale workloads — run vector search in-process.

Canonical: https://omna.dev/pgvector-alternative

pgvector is excellent for OLTP. For DataFrame-scale analytical workloads, Omna keeps the index in your Python process and avoids the Postgres round-trip.