As its creator has acknowledged, pandas’ foundations were not built for today’s data workloads. Over time, pandas has made real progress in this area, particularly with the recent pandas 3.0 release. Meanwhile, Polars and DuckDB have shown what can be achieved when modern data structures are part of the design from the beginning.
