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Feature Serving API

A service layer that delivers the required features through a standardized interface during live prediction.

A Feature Serving API is the point where the feature store meets the live system. Model services or decision engines request the required feature sets through this interface. This layer must manage low latency, consistency, entity resolution, and access control simultaneously. Without a strong serving API, a feature store may have theoretical value but little operational impact.