Machine Learning Feature Store with Automated Versioning

Architect a feature store database system that supports automated feature versioning, lineage tracking, and point-in-time correct feature retrieval for machine learning models. Implement a flexible schema that handles categorical and numerical features, supports fast retrieval for training and inference, and automatically tracks feature statistics, data drift, and model performance correlations. Include mechanisms for feature registration, validation, and automated metadata tracking.