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Refactor xCDAT logging for consistency and safety #2339

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Run time

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Job	Run time
skip-duplicate-actions	7s
Build (Python 3.12)	2m 26s
pre-commit-hooks	33s
Build (Python 3.11)	3m 22s
Build (Python 3.13)	2m 39s
Build Result	4s
	9m 11s