What about Feather? This is on my to do list, but I thought that Feather was a file format based on Arrow:
https://docs.pola.rs/api/python/stable/reference/api/polars....
This is referenced in the link above. https://arrow.apache.org/docs/python/ipc.html
Unfortunately I'm stuck with CSV at work for now.