Data normalization makes records consistent: one format for phone numbers, one spelling for company names, one set of dropdown values.
Without it, reporting fragments, "USA", "U.S.", and "United States" all count separately, and dedup fails.
Capturing data through a structured layer keeps it normalized from the start instead of cleaning it up after.