We show how Featuretools makes it easy to incorporate automated feature engineering into your workflow using historical Olympic Games data. This demonstration shows how Featuretools simplifies data science-related code and enables us to ask innovative questions, all while automatically generating hundreds of features, improving accuracy and avoiding classic label-leakage problems.