Streamlit
I ship Python data apps quickly with Streamlit: clean UI, Altair charts, CSV/Parquet export, and robust back-end patterns including environment secrets, pagination and retries, SQLite caching, and small feature flags through query params.
- pandas transforms, input validation, and data quality checks.
- Altair v5 interactive charts and responsive layouts.
- Export buttons and friendly error handling.
- Lightweight deploys with clear configuration.