Domain 5: Implementation & Reliability

Subtask 5.1: Advise development and operation teams

2 questions across 2 exams

All questions (2)

A new developer joins your team and needs to view the logs for a specific Cloud Run service to troubleshoot an issue. They should not be able to modify the service or view logs for other services. Which IAM role should you grant?

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CASE STUDY: ManuIoT Overview: Industry: Manufacturing Size: 100 factories globally Environment: - 100,000 sensors - Local SCADA - Fragmented SQL Server DBs - No central analytics Requirements: - Predictive maintenance - Real-time global dashboards - Edge computing Exec Statements: - CEO: Monetize telemetry. - CFO: Costs must scale linearly. - VP Ops: Factory lines need local control if internet drops. Tech Reqs: - Ingest 1M msgs/sec - Stream processing - Offline factory capabilities - Train ML centrally, deploy to edge Constraints: - Low bandwidth/high latency at factories - Legacy MQTT protocol - Zero IT staff at factories QUESTION: To meet the requirement of training ML models centrally and deploying them to the edge, which GCP AI service should you utilize?

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