An open source dataframe library that works with any data system Use the same API for 20+ backends Fast local dataframes with embedded DuckDB (default), Polars, or DataFusion Iterate locally and deploy remotely by changing a single line of code Compose SQL and Python dataframe code, bridging the gap between data engineering and data science Ibis: the portable Python dataframe library Ibis offers a