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Polars 2.0 Just Made DuckDB and DataFusion Look Slow, Here’s the Architecture That Did It

Polars 2.0 ships streaming-by-default, spill-to-disk, and benchmark wins over DuckDB. Here’s what changed under the hood and why your upgrade isn’t trivial.