Feature Store Best Practices Cheat Sheet

Consistency, freshness, and access controls

Last Updated: November 21, 2025

Focus Areas

Focus
Centralize feature computation and reuse across teams
Track freshness and lineage in metadata

Commands & Queries

feast apply --project prod
Register features
feast materialize-incremental
Refresh feature values
feast list-features
Inspect available features

Summary

Keep features consistent, fresh, and governed.

💡 Pro Tip: Share feature specs and monitor freshness via metadata.
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