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Real case studies from tracking audits and attribution fixes. No vanity metrics. Just what was broken, how it was fixed, and what changed.

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How I Built a Shopify Attribution Pipeline (UTM & Click IDs → Orders)
Markting Analytics & Attribution

How I Built a Shopify Attribution Pipeline (UTM & Click IDs → Orders)

A real-world case study showing how attribution data (UTM, gclid, fbclid) was captured, persisted, and sent to Shopify orders for accurate marketing attribution. This guide walks through the architecture, implementation, and tracking strategy used in a live TinyBot client project.

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6 Min Read