The best attribution platform for Shopify brands is one that resolves visitor identity with first-party data, tracks the full multi-touch customer journey across devices and channels, and proves real ROAS instead of trusting inflated platform-reported numbers. For Shopify stores, that means a platform built on first-party identity resolution — like LayerFive Signal — rather than […]