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How do you find and remove duplicate rows in SQL, including 'fuzzy' near-duplicates?

Dedup is a daily data-engineering task and a common screen. The signal is ROW_NUMBER to keep the right record (not just DISTINCT), defining what 'duplicate' actually means, and handling near-duplicates at scale.

Updated Aug 2026 · Grounded in real Applied AI Engineer interview loops and written to a senior-engineer editorial bar.

Dedup is a daily data-engineering task and a common screen. The signal is ROW_NUMBER to keep the right record (not just DISTINCT), defining what 'duplicate' actually means, and handling near-duplicates at scale.

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