Don't let users upload files to your app servers.
Use signed uploads to send all media straight to object storage (like S3).
Put a CDN in front of it, and keep your backend focused on app logic.
Most user-generated content (UGC) is text-heavy, so caching does the heavy lifting for bandwidth.
Do not handle thumbnails or transcodes inline; do them asynchronously (queue + serverless).
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Maria Allen
Last Activity: 4 weeks ago
Joined: Nov 7 '25
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You are having a permission problem because the defalt authentication method you are using which is end-user credentials is not working with the AutoML API for server-side calls.
Instead of using credentials from "gcloud auth application-default", the easiest way to solve this issue is to use a service account for authentication. ...
So first make a service account in your GCP console, give it roles it needs (like...Leave a comment:
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