Benchmarking Polars vs pandas on Groupby-Heavy Analytics Workloads

A benchmark-focused look at how Polars and pandas compare on groupby-heavy analytics workloads, covering lazy evaluation, query optimization, memory behavior, and when migrating from pandas actually pays off.