Not every field in a dataset needs to survive into the training set. PII redaction removes personally identifiable information (names, addresses, phone numbers) before data moves further down the pipeline, without necessarily anonymizing the entire record the way full anonymization does. It's narrower in scope and usually faster to apply at intake, before the data reaches an annotator.