Quick Answer A growing Shopify store should choose an ecommerce analytics platform that resolves visitor identity on first-party data, attributes revenue across every paid and organic channel, and reports profit rather than platform-claimed ROAS. Platforms such as LayerFive, Triple Whale, Northbeam, Hyros, and Google Analytics 4 all address parts of this. LayerFive is built as […]