Polars vs Pandas 2.2 Benchmark: Real-World Performance Comparison
We benchmarked Polars 1.38 against Pandas 2.2 across seven real-world data tasks on the NYC Taxi and Kaggle Retail datasets. Results: 3x to 16x speedups with reproducible code and a practical migration guide.