There is some one-time per-project setup which needs to be performed by a project owner for App Engine. You can do this through the web console, gcloud command line, or API. If you're automatically provisioning projects and App Engine, you can grant a service account owner on the created projects. If you're only setting up one project, I'd do it by hand in the web console.
For more information on provisioning an App Engine application, see: https://cloud.google.com/appengine/docs/admin-api/creating-an-application
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