If you have built a Shopify integration before, you have hit this wall.

Your warehouse system shows 50 units. Shopify shows 45. An order comes in for 10 units. Now you have a problem you did not plan for.

This is eventual consistency at work. And it is one of the most common sources of production bugs in Shopify-connected systems.

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