Do you need Shopify Plus for ecommerce analytics to work?

No. Full analytics dashboards, GA4 funnels, and ad platform reporting all run fine on Basic, Shopify, and Advanced plans. Can ecommerce analytics work without Shopify Plus? Yes, and honestly, the confusion around this question comes from a mislabeling problem more than anything technical.

Shopify Plus is a merchant-side tier. It's built for checkout customization, higher-volume operations, and enterprise features like multi-store management. It was never designed as a gate on data access, and it doesn't function as one.