GCP Professional Cloud Architect Practice Question
A global electronics manufacturer is migrating its vision-based defect-detection application to Google Cloud. The software is built with Cloud Build, container images are stored in Artifact Registry, and Cloud Deploy pushes releases to a multi-regional Google Kubernetes Engine (GKE) production fleet. Under the company's ISO 9001 quality-management system, every new release must automatically demonstrate at least 99 % defect-detection precision before it can be promoted to production, and the test evidence must be retained for future audits. Which strategy best satisfies these quality-control obligations while minimizing manual effort?
Add a Cloud Deploy verification gate that triggers a Cloud Functions job to run benchmark tests against a curated image set; have the function write results to Cloud Monitoring and fail the rollout if precision is below 99 %. Store the signed container image and its provenance in Artifact Registry for audit traceability.
During Cloud Build, print model-accuracy statistics to the build log and require a release engineer to review the log before manually clicking the promote button in Cloud Deploy.
Configure Cloud Monitoring to alert on high false-positive rates after the new version is fully deployed; if an alert fires, roll back manually and open a defect record.
Schedule a nightly Dataflow job that samples production predictions, exports them to Cloud Storage, and emails a QA engineer who manually checks whether precision remains above 99 %.
Configuring Cloud Deploy verification gates to invoke an automated benchmark implemented as a Cloud Functions job provides an end-to-end, fully automated quality gate with auditability. The function evaluates the candidate container image against a labeled test set, writes precision metrics to Cloud Monitoring, and exits with a non-zero status code if precision falls below 99 %. Cloud Deploy then halts the rollout, ensuring that only compliant releases reach production. Signed build-provenance metadata generated by Cloud Build and stored with the image in Artifact Registry supplies immutable evidence for future ISO 9001 audits. The alternative approaches either rely on manual intervention, occur post-deployment, or do not generate verifiable audit records, so they do not meet the stated requirements.
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