A DTC operator's framework for spotting when attribution requirements reshape the customer journey, testing the commercial cost, and keeping only the path elements that earn their place.
Stop chasing perfect attribution. This operator-first explainer shows how to align GA4, Shopify, Klaviyo, and TripleWhale with MER, handle subscription renewals, reconcile overlapping claims, and ship margin-true reporting with a 10-minute checklist.