I compare Polars, DuckDB, chDB and pandas on 30 million PyPI download records, checking each result against an independent reference. CPU results are verified; GPU verification is pending.
- Python
- Polars
- DuckDB
- chDB
- pandas
PyPI downloads
Query engines
Reference checks




