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StackOverflow is most likely because innerjoin uses recursion in this case and is unrelated with data size.
Instead of splatting do the join in iteration:
Currently I get a stackoverflow and crash when attempting a join of this size (~2.5GB). What is the recommended way to do big joins of this nature?
I don't have a MWE, but it should be relatively easy to make the repro for this.
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