Operator-level writing on net profit, COGS, shipping cost and ad measurement — without the ROAS theatre.
A Magento profit sync that dies with 500 and “See exception log” is usually a wiped generated/code Interceptor after deploy — not a dead Integration. REST never landed, so DailyProfit stays empty.
Empty DailyProfit is usually a Bearer token, Integration ACL, or Cloudflare challenge — not a missing pixel. Fix REST before you paste a module or wait out a trial invoice.
Magento owners wait on GA and GTM before they trust “the numbers.” Yesterday’s net is Magento orders minus costs. Campaigns need a Purchase pixel. Sessions are a third thing — and you can skip GA to start.
Magento checkout drop-off is not a UX vanity metric. When paid traffic dies in cart, checkout or payment, yesterday's net profit falls even if ROAS still looks fine.
Refunds on Tuesday for Monday’s order change the story depending on cash vs cohort view. How Magento merchants should read both without getting confused.
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