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Refactor xCDAT logging for consistency and safety #2340

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Run time

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Job	Run time
skip-duplicate-actions	8s
pre-commit-hooks	33s
Build (Python 3.11)	1m 28s
Build (Python 3.12)	1m 21s
Build (Python 3.13)	1m 22s
Build Result	2s
	4m 54s