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Writing on the work behind the click.

Field notes from the team and our customers. UTM taxonomies, attribution edge cases, dashboard archaeology, and the occasional rant about bit.ly/3xN9q2.

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Featured
Attribution · May 18, 2026 · 9 min read

Your UTMs are a mess. Here's the seven-step protocol we use to fix them in a week.

Casing drift, mediums that mean three things, and the one report that finally caught the fraud — a walkthrough of how the Vellum & Oak growth team rebuilt their attribution taxonomy from the ground up.

JK
Jonas Kreft
Co-founder & CEO, Shortifi
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