Polars has been my go-to for six months now. The performance gains for what I do are pretty great, and the ability to write out Parquet with minimal hassle is just dandy.
If it weren’t for resume-driven architectures, it would make a great alternative to Spark for high volume bronze-to-silver cleanup and normalization steps.