How do you manage analytics when running multiple Shopify stores?

When I created my first Shopify store, I realized you have to go

through the Shopify admin every single time just to check basic metrics.

For those managing multiple stores — how are you handling this today?

Are you jumping between admin panels or did you find a better solution?

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u/Gallantech — 13 days ago

Built a multi-store analytics dashboard with Shopify Admin API — lessons learned

Been building EcomViz for a few months — a dashboard that aggregates

revenue, orders, and avg cart across multiple Shopify stores in one place.

A few things I learned working with the Shopify Admin API:

  1. GraphQL orders endpoint pagination is tricky — cursor-based pagination

breaks if you filter by date AND status simultaneously

  1. Webhook reliability for order/create events is ~98% — always build

a fallback polling mechanism

  1. OAuth multi-store token storage — store tokens per shop domain,

not per user, or you'll have headaches with re-installs

Happy to share more if anyone's building something similar.

Anyone else ran into these issues?

reddit.com
u/Gallantech — 13 days ago