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For an api-key, one can define which APIs can be accessed with that api-key, but for service accounts, you seemingly can't. I thought maybe I could create a new role that only allows access to the vision API, but there is no permission for that.

How do you decide which APIs (e.g. vision API) a service account can call?

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You can use the AutoML roles that grant a service account access to AI & Machine Learning Products only. In the meantime, I have submitted a feature request to implement fine-grained roles to access Vision only.

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