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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.

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

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.

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