Case: Tagging utm_content by format revealed the real winner
A creator assumed YouTube drove her affiliate sales. Data was lumped by source only.
We added a format dimension to tracking:
Phase 1 — Convention
— utm_content = format_placement (e.g. yt_description, yt_pinned, ig_story, ig_bio)
Phase 2 — Backfill
— Re-tagged all live links over one afternoon
Phase 3 — Read
— Pivoted 30 days of conversions by utm_content
Result: YouTube descriptions drove only 14% of sales. The real winner was pinned comments at 38% and IG Stories at 29%. She'd been under-using both.
Action taken: moved the priority offer to pinned comments + a Story highlight. Sales up 22% next month.
Definition of done:
— Every link carries format in utm_content
— Monthly pivot by utm_content
— Budget/effort follows the data, not assumptions
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Case: Tagging utm_content by format revealed the real winner
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