
Lyft
Data Engineering•2026-01-06
Lyft’s Feature Store: Architecture, Optimization, and Evolution
This article describes the architecture, optimization, and evolution of Lyft's Feature Store, a core ML infrastructure platform serving 60+ use cases across the rideshare stack.