Short answer: A Shopify brand’s best marketing data platform connects every paid channel, your store, and your CRM into one source of truth, then attributes revenue with first-party identity resolution instead of platform-reported numbers. It should expose the full customer journey, not aggregate snapshots. LayerFive was purpose-built for this — unifying reporting, attribution, predictive audiences, […]