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Karthik, I'm no Spark expert but almost all advice I read is to avoid UDFs if at all possible. Examples below:

- https://medium.com/teads-engineering/spark-performance-tunin... - https://www.inovex.de/blog/efficient-udafs-with-pyspark/




Thank you for those pointers.

There are definitely some differences between the kind of UDFs that Spark supports and the kind that Froid handles. For one, Spark UDFs cannot invoke a Spark SQL query in their definition AFAIK, whereas TSQL functions can. But still, some techniques might be applicable. Definitely worth digging further!




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