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Field notes on Shopify attribution, ROAS, and measuring what actually drives revenue - from the team building Prism.

Attribution

Why your Meta ROAS doesn't match Shopify revenue

Meta says 40 sales, Shopify says 22. Here's exactly why your Meta Ads numbers never match Shopify revenue - and which number to actually trust.

June 4, 2026· 9 min read
Attribution

Why your Google Ads conversions don't match Shopify

Google Ads says 60 conversions, Shopify says 38. Here's why Google Ads, GA4, and Shopify never agree - and how to reconcile the three.

June 1, 2026· 8 min read
Attribution

Shopify attribution models, compared (with one real example)

Last-click, first-click, linear, time-decay, and more - see how six attribution models credit the same Shopify order completely differently, and which to use.

May 28, 2026· 9 min read
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