Feature Store

Shift in feature distribution over time.

Shift in model outputs.

Using production outcomes to improve models.

Low-latency prediction per request.

Running new model alongside production without user impact.

Incrementally deploying new models to reduce risk.

Maintaining two environments for instant rollback.