Ensuring data integrity in the Shopify ecosystem requires a "defensive" engineering mindset. When your app handles thousands of webhooks during a flash sale, the risk of duplicate processing or spoofed requests increases significantly.

Implementation Checklist

By following this architecture, I’ve reduced data corruption incidents to zero for apps managing 10k+ merchants.