The app has two halves that share one UI. Replay picks a season, event and session and loads it through FastF1. The backend extracts timing, car positions, telemetry, tyre stints, race control ...

A production-style data engineering pipeline that extracts Formula 1 race and lap-level telemetry using FastF1, processes it with Python/Pandas, loads it into MySQL, and orchestrates everything with ...