Github user cloud-fan commented on the issue: https://github.com/apache/spark/pull/17540 The `withNewExecutionId` was added at https://github.com/rxin/spark/commit/1b0317f64cfe99ff70580eeb99753cd0d31f849a#diff-89b9796aae086e790ddd9351f0db8115R134 . The execution id is used to track all jobs that belong to the same query, so I think it makes sense to call `withExecutionId` at action methods like `Dataset#collect` or `DataFrameWriter#insertInto`
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