Authenticating On-Premises Apps to GCP AutoML APIs
You are building an application that will run in your data center. The application will use Google Cloud Platform (GCP) services like AutoML. You created a service account that has appropriate access to AutoML. You need to enable authentication to the APIs from your on-premises environment. What should you do?
Community Insight
The question tests how a service account authenticates from off-cloud: public/private key pairs are the mechanism, and the trap is choosing a vague 'use credentials' option or a networking fix instead of the actual key-creation step.
When an application running outside Google Cloud (such as in your own data center) must call AutoML or other GCP APIs, the service account's identity has to be established externally. This page shows that the correct move is to generate a service account key pair with gcloud, giving the on-premises app a private key it can present to Google's OAuth 2.0 token endpoint.
Option A is the most commonly defended wrong choice: 'use service account credentials' describes an outcome, not an action, and without first creating a key file there are no portable credentials to hand to the on-premises application. Options C and D are also wrong — interconnect provides connectivity, not identity, and a user account with mirrored permissions breaks the principle of least privilege and audit separation.
Community Discussion (43 comments)
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Expert Analysis
Why the Answer Is Correct
Option B is correct because a service account is an identity that lives inside Google Cloud, and anything running on-premises must first prove which service account it is. Google's official guidance is explicit: "To use a service account outside of Google Cloud, such as on other platforms or on-premises, you must first establish the identity of the service account. Public/private key pairs provide a secure way of accomplishing this goal." Runninggcloud iam service-accounts keys create produces a JSON key file whose private half is held only by you and whose public half is stored by Google; the AutoML client in your data center uses that key to obtain an access token. This directly satisfies the requirement and is the documented pattern for external workload identity federation's predecessor.Why the Other Options Are Wrong
Option A names the end state but not the required action — you cannot "use service account credentials" until those credentials exist, and the only way to materialize them off-cloud is to create a key, so A is incomplete and B strictly subsumes it. Option C confuses transport with authentication: Dedicated Interconnect or Peering may be desirable for latency or private connectivity, but an on-premises link never establishes a service account's identity or issues tokens. Option D is actively harmful — granting a human user account parallel permissions and signing in with it introduces interactive credentials, weakens auditability, violates least privilege, and Google recommends avoiding user-account keys entirely for server workloads. As ESP_SAP cited from the documentation, key pairs are the supported mechanism, and commenters quoting the same page arrived at B independently.Community Comment Notes
The community is essentially unanimous on B, with ESP_SAP, Buruguduystunstugudunstu, thewalker and others quoting the service-account-keys documentation verbatim, including the line "Public/private key pairs provide a secure way of accomplishing this goal." One dissenting voice argued for A on the grounds that credentials implies the JSON key, but as 85c887f's counterargument concedes, option B is the step that actually produces them. Buruguduystunstugudunstu also warns that "Using service account credentials in your on-premises application could be a security risk if the credentials are compromised," which is a fair caution: key files must be rotated and vaulted, and modern guidance prefers short-lived workload identity federation where available.Official Reference
Exam Strategy
On ACE questions, when an app lives off-GCP and must call an API, look for the option that creates a service account key pair — that is the sanctioned identity-establishment step. Ignore any option that offers network plumbing or user accounts, since neither answers the authentication question.
Frequently Asked Questions
Why isn't option A correct if it also mentions using service account credentials?
Option A describes the desired end state but never establishes how those credentials are obtained off-cloud. Without generating a key pair first, the on-premises application has nothing to authenticate with, making B the actionable answer.
Doesn't Cloud Interconnect or Dedicated Interconnect let my data center reach GCP APIs securely?
Interconnect provides network connectivity and private routing, not identity. Authentication to AutoML still requires the service account to present a key-derived access token, so option C answers the wrong problem.
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