GraphQL

Manual product descriptions don't scale. Here's how I built an AI pipeline that generates accurate, SEO-optimized Shopify product copy — from data extraction through review to publish — and the prompt engineering lessons that made it work.

Shopify's GraphQL Admin API isn't just an alternative to REST — it's faster, more flexible, and increasingly the only way to access new features. Here's why every Shopify developer should make the switch.