AI can create code. Production still needs a technical owner.
Codex and Claude Code make it much easier for a store owner to describe an idea and receive a plugin, script, configuration change, or proposed fix. That is useful progress, but generated code is not automatically ready for a live ecommerce system.
A Shopware store connects application code with the database, Composer dependencies, plugins, queues, scheduled tasks, email, payment, shipping, caches, and the hosting environment. A small change can appear correct in isolation and still fail under real data, a different Shopware version, or production traffic. My role is to bridge the gap between the generated result and a change you can operate with confidence.