Feature-engine provides transformers and tools for creating, transforming, and selecting features in machine learning workflows. It integrates with the scikit-learn ecosystem, offering estimators compatible with sklearn pipelines. The library covers encoders, outlier removal, datetime handling, variable transformations, and feature selection algorithms.