Featuretools automates the process of creating predictive features from structured relational data. It works by parsing multiple related tables and applying deep feature synthesis algorithms to generate features automatically, reducing the manual effort required in feature engineering. The library integrates with scikit-learn and is commonly used as a preprocessing step in ML model development pipelines.