Shopify attribution is broken in a specific way. Meta says one number, Shopify says another, Google says a third. This guide explains why the numbers disagree, what attribution methodology actually means, which tools work, and what you should actually do with attribution data.
Subscription delays and subscription churn are two different failure modes. Most brands lump them together and miss a 20-30% revenue lever. This guide explains the difference, how to measure each, and the interventions that work for each.
Most Triple Whale alternative articles compare you to the next attribution tool. The honest read is different: 80% of brands switching from Triple Whale do not need a different dashboard. They need an executive layer that reads attribution data and tells them what to do. This guide compares both opt
Most winback campaigns reactivate under 2% of lapsed customers. The 11 examples below crossed 8%. The pattern is the same in every one: reason-matched offers, multi-touch sequences, and segmentation by lapsed duration.
