How would you implement a feature store to serve features for both training and real-time inference in an ML platform?

Instruction: Describe the components of a feature store, how it integrates with data pipelines and ML models, and how it ensures consistency between training and inference.

Context: This question evaluates the candidate's understanding of advanced data engineering practices within machine learning systems, emphasizing the importance of feature management.