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