What is a feature store, and how does it solve the challenges of feature engineering in production ML systems? Compare open-source options like Feast with managed solutions.

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A feature store is a centralized system that manages, stores, and serves features for machine learning models. It addresses the challenges of maintaining consistent feature engineering across training and inference while enabling feature reuse across teams and models.