# Polars + Omna vs Pinecone

> When to use a local Polars-native vector kernel and when to reach for Pinecone.

Canonical: https://omna.dev/polars-vs-pinecone

Use Omna for analytical pipelines, notebooks, and HIPAA/GDPR-sensitive workloads. Use Pinecone for distributed multi-tenant search-as-a-service at production scale.