📰 Dev.to · Muhammad Masad Ashraf

Sequential GraphQL calls were killing my Shopify app's load times. Here are the parallel query patterns I now use to go fast without getting throttled.

Shopify's GraphQL Admin API doesn't count requests, it scores them. Here's the cost model, the per-plan limits, and the patterns that keep production syncs aliv

TL;DR: GraphQL can't be cached by URL like REST. Cache by query + variables, layer your caches...

Practical tactics to reduce Shopify API consumption using GraphQL, webhooks, bulk operations, and caching.

A practical guide to Shopify GraphQL pagination, cursor-based pagination, query cost, page size, and Bulk Operations.

Stop burning through rate limits on large Shopify data jobs. Learn how the Bulk Operations API works, its lifecycle, scaling patterns, and production-ready erro

Learn how Shopify's cost-based GraphQL throttling works, why queries fail at scale, and 7 practical strategies to reduce points consumed per request.

Originally published on KolachiTech I have reviewed a lot of Shopify app codebases. One thing...

If you have ever built a Shopify integration and started seeing weird inventory counts, duplicate...

A practical guide to building a Shopify webhook replay system with persistent event storage, exponential backoff, dead letter queues, and idempotent handlers.

Shopify retries failed webhooks for only 4 hours. Real outages last longer. Here is how to build a retry layer that actually holds up in production.

Stop losing webhook events. Here's how to build a production-ready dead letter queue system for Shopify webhooks with code examples and architecture patterns.

Stop rebuilding your Shopify integration every time traffic spikes. These architecture patterns keep your systems reliable from day one to millions of requests.

Introduction Most Shopify stores start simple. One theme, a few apps, the Admin API, and a...

If you have built a Shopify integration before, you have hit this wall. Your warehouse system shows...

Learn how to build a Shopify integration layer that survives rate limits, webhook storms, race conditions, and third-party outages using battle-tested distribut

Learn how to design a distributed Shopify inventory sync system using microservices, event queues, and fault-tolerant patterns that keep stock counts accurate a

Flash sales. Product drops. Viral moments. They're what every Shopify merchant dreams of — and...