Professional-Cloud-Security-Engineer Exam Dumps | Your organization is building a real-time recommendation engine using ML models that process live user

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Google Cloud Certified - Professional Cloud Security Engineer Exam
Google.Professional-Cloud-Security-Engineer.v2025-07-04.q155
Question 29

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Question 29/155

Your organization is building a real-time recommendation engine using ML models that process live user activity data stored in BigQuery and Cloud Storage. Each new model developed is saved to Artifact Registry. This new system deploys models to Google Kubernetes Engine, and uses Pub/Sub for message queues. Recent industry news have been reporting attacks exploiting ML model supply chains. You need to enhance the security in this serverless architecture, specifically against risks to the development and deployment pipeline. What should you do?

A. Enable container image vulnerability scanning during development and pre-deployment. Enforce Binary Authorization on images deployed from Artifact Registry to your continuous integration and continuous deployment (CVCD) pipeline.

B. Thoroughly sanitize all training data prior to model development to reduce risk of poisoning attacks. Use IAM for authorization, and apply role-based restrictions to code repositories and cloud services.

C. Limit external libraries and dependencies that are used for the ML models as much as possible.
Continuously rotate encryption keys that are used to access the user data from BigQuery and Cloud Storage.

D. Develop strict firewall rules to limit external traffic to Cloud Run instances. Integrate intrusion detection systems (IDS) for real-time anomaly detection on Pub/Sub message flows.

Correct Answer: A

Supply chain risks happen by exploiting vulnerabilities in the images. So scanning the image and blocking deployment secures against supply chain risks. This also matches with the requirement related to the deployment pipeline.

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