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PyArrow 14 and 15 are incompatible with Pandas 3 when it comes to distributed shuffle.
I must confess I was lazy, did not investigate the actual issue, and instead simply bumped up the minimum version. This also gave the opportunity to clean up a lot of special cases in the codebase.
An alternative option was to pin pandas<3 in the 3.11 environment and add a runtime check for the specific combination of the two dependencies. I discarded it for the sake of simplicity.
This change is respectful of SPEC 0.