🗄️ Databases & Backend

VLOOKUP's Exact-Match Tyranny: Time for Fuzzy Matching in Excel

Staring down endless #N/A errors in Excel? VLOOKUP demands perfection from sloppy real-world data, but fuzzy matching is the gritty fix spreadsheet jockeys have begged for decades.

theAIcatchup Apr 10, 2026 4 min read
Excel spreadsheet showing VLOOKUP #N/A errors next to fuzzy matching results

⚡ Key Takeaways

  • VLOOKUP demands exact matches, failing 60% on real sloppy data like company names. 𝕏
  • Fuzzy algorithms (Levenshtein, Jaro-Winkler) fix it fast, but Excel hides them behind add-ins or Python. 𝕏
  • Data errors cost trillions; native Excel fuzzy (maybe AI-boosted) can't come soon enough. 𝕏
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#Data Cleaning #Excel VLOOKUP #Power Query #VLOOKUP alternatives #data quality #fuzzy matching #fuzzy matching Excel #spreadsheet data quality #spreadsheet tips

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Originally reported by dev.to

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