this is such a relatable experience! I've faced similar memory issues in our data pipelines, and switching to a more efficient library like Polars definitely made a difference. Ngl, I was skeptical about its performance at first, but once we implemented it, the improvements were noticeable. Did you encounter any specific challenges while transitioning?