Everything goes through the official Shopify Admin API. We read the full catalog, generate product and collection titles, descriptions, metafields and structured data, and have a specialist review and approve the pattern before a single write goes out. Then the approved batch is written back and read again from the live storefront - because the API returning success is not evidence that the theme rendered it.
That means no copy-paste sessions in the admin, no unreviewed AI output going live, and no ticket queue waiting on a developer. It also means the work is reversible: every change is scripted, so it can be rolled back the same way it was applied.