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Cleaning a messy 50k-asset library with SKU taxonomy

What to map first, what to ignore, and when assist tagging helps.

Jul 15, 2026 · Clipixel

Do not boil the ocean. Map SKU, colorway, and channel first. Ignore cute folder names from 2019 until those three fields are trustworthy.

Assist tagging proposes attributes from filenames and EXIF. Treat proposals as drafts. Your taxonomy owners approve in bulk.

Near-duplicate detection catches the three packshots that differ by a white balance tweak. Keep the approved one; archive the rest with a pointer.

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