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Hello there,
Thanks for bring this up to our attention. This use case totally makes sense and I would like to let you know that we already had a open feature request for this. Please track the progress via the Github issue. Meanwhile, I would recommend you to deploy a sample app or sample image in your initial deployment, then deploy you own app, this way we can make sure that even your app's deployment failed, you can roll back to the previous working state (which is sample app), then make necessary changes to your app and re-deploy.
In our case we just need to make sure that there's something in ECR before deploying (for now). Thanks for looking into it!
Any resolution on this yet? I've been waiting a year to use app runner since this is not there. Paying Render instead
Yes, that's a pain. While waiting for a fix, a workaround is to export service definition json with describe-service command, edit it, and run create-service with that json as input.