Vectorized pandas UDFs (Iterator/Series) are preferred over row-at-a-time Python UDFs because:

Short Explanation

Vectorized pandas UDFs batch via Arrow — way faster than row-wise Python UDFs.

Full Explanation

Arrow-backed vectorization reduces serialization overhead versus scalar Python UDFs.

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