Great read! One complementary best practice: once you’ve got your Polars pipeline running smoothly, try using .sink_parquet() or .sink_csv() instead of .collect() for large transforms—it writes results lazily without ever materializing the full dataset in memory, which can be a game-changer for avoiding those memory spikes entirely.