Originally published on the Kolachi Tech blog. Canonical link points back to the original.
If you treat Shopify's GraphQL Admin API like a REST endpoint and fire concurrent paginated requests, you will hit a wall of 429s fast. The reason is simple: Shopify doesn't rate-limit by request count. It limits by calculated query cost.
Once that...
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