Versioning features in a Feature Store involves creating and managing different versions of features to ensure consistency and reproducibility. The benefits include enabling feature reuse across different models and maintaining historical records of features. The challenges include managing the complexity of multiple versions, ensuring compatibility with existing models, and maintaining feature quality. The process involves defining versioning policies, implementing version control mechanisms, and ensuring seamless integration with the feature store infrastructure.