Why Music Metadata Matching Is a Deceptively Hard Problem

A developer details how their music API failed to find a Kesha remix that existed in all major databases due to subtle differences in punctuation, Unicode, and formatting. Three failure modes—punctuation drift, Unicode normalization, and whitespace variations—caused exact string comparisons to miss matches. The fix involved a normalization fold that collapses strings to a canonical form before comparison.