I don't hear much about Ibis here. https://ibis-project.org On paper it sounds like a good idea. Any opinion about this option.

Ibis is great! Used it with duckdb & Snowflake. Worked well for these backends

	▲	Vaslo 2 hours ago \| parent [-]
		Ive used it but definitely ran into issues where Ibis couldnt handle a transformation and had to move back into Polars or DuckDB to do. I just eventually stripped it out.