Scikit-learn offers powerful preprocessing tools, including pipelines and column transformers, to streamline data preparation. Pipelines ensure orderly application of steps, enhancing code maintainability. Column transformers facilitate distinct handling of numerical and categorical features. Effective preprocessing choices can significantly impact model accuracy and interpretability.