Great article! Memory issues in data pipelines are such a pain point. I love how Polars handles lazy evaluation - it's like having a smart assistant that only loads what you actually need. The performance gains you mentioned align perfectly with what we're seeing in the field. Thanks for sharing the practical implementation details!