Dataframes

Polars vs Pandas in 2026: Performance Benchmarks, Real Numbers, and When to Switch

Polars vs Pandas in 2026: independent benchmarks show 7-40x speedups on large data. What Pandas 3.0 fixes, and what still favors Polars.