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  • Premium File: 99 Questions & Answers. Last update: Oct 27, 2026
  • Training Course: 28 Video Lectures
  • Study Guide: 407 Pages
  • Latest Questions
  • 100% Accurate Answers
  • Fast Exam Updates
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Google Generative AI Leader Practice Test 76

Question 750

Security needs evidence of unusually frequent failed access attempts by a model-serving workload. Which records help?

  1. Service account identity
  2. Audit logging
  3. Least-privilege role design
  4. Authentication

Explanation

Correct Answer

B:

Audit logs expose relevant request events. Audit logs record relevant accesses and administrative changes for review.

Incorrect Answers

A:

A service account supplies a nonhuman identity for an application or agent to authenticate. This does not directly meet the case requirement to investigate denied cloud resource access.

C:

Role design limits permissions to the minimum resources and actions required. This does not directly meet the case requirement to investigate denied cloud resource access.

D:

Authentication verifies which user or service is requesting access. This does not directly meet the case requirement to investigate denied cloud resource access.

Question 751

A cloud security team wants one view of critical posture findings across projects. What Google offering should it examine?

  1. Data-loss prevention
  2. Configuration hardening
  3. Security Command Center
  4. Incident response process

Explanation

Correct Answer

C:

Security Command Center aggregates security findings. Security Command Center centralizes security posture and findings for supported Google Cloud resources.

Incorrect Answers

A:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to review centralized cloud security posture.

B:

Hardening reduces attack surface through safer settings and permitted services. This does not directly meet the case requirement to review centralized cloud security posture.

D:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to review centralized cloud security posture.

Question 752

A serving container includes a package with a disclosed security flaw. Which analysis should flag it?

  1. Incident response process
  2. Security Command Center
  3. Data-loss prevention
  4. Vulnerability assessment

Explanation

Correct Answer

D:

Vulnerability assessment identifies known weaknesses. Vulnerability assessment identifies known weaknesses in components and configurations.

Incorrect Answers

A:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to find vulnerable runtime dependencies.

B:

Security Command Center centralizes security posture and findings for supported Google Cloud resources. This does not directly meet the case requirement to find vulnerable runtime dependencies.

C:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to find vulnerable runtime dependencies.

Question 753

A deployed AI service has unusual network traffic and error spikes. Which capability provides runtime evidence?

  1. Vulnerability assessment
  2. Data-loss prevention
  3. Configuration hardening
  4. Workload monitoring

Explanation

Correct Answer

D:

Monitoring measures operational events and behavior. Monitoring captures runtime health, events and suspicious behavior for workloads.

Incorrect Answers

A:

Vulnerability assessment identifies known weaknesses in components and configurations. This does not directly meet the case requirement to observe suspicious workload activity.

B:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to observe suspicious workload activity.

C:

Hardening reduces attack surface through safer settings and permitted services. This does not directly meet the case requirement to observe suspicious workload activity.

Question 754

A cloud model endpoint is publicly reachable when only internal applications should call it. What preventive practice is needed?

  1. Data-loss prevention
  2. Configuration hardening
  3. Incident response process
  4. Vulnerability assessment

Explanation

Correct Answer

B:

Hardening constrains exposure and configuration. Hardening reduces attack surface through safer settings and permitted services.

Incorrect Answers

A:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to reduce unnecessary public attack surface.

C:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to reduce unnecessary public attack surface.

D:

Vulnerability assessment identifies known weaknesses in components and configurations. This does not directly meet the case requirement to reduce unnecessary public attack surface.

Question 755

A service account is compromised and data exports begin. What coordinated process is required?

  1. Workload monitoring
  2. Configuration hardening
  3. Security Command Center
  4. Incident response process

Explanation

Correct Answer

D:

Incident response defines containment and remediation. Incident response coordinates containment, investigation and recovery after security events.

Incorrect Answers

A:

Monitoring captures runtime health, events and suspicious behavior for workloads. This does not directly meet the case requirement to handle an active security compromise.

B:

Hardening reduces attack surface through safer settings and permitted services. This does not directly meet the case requirement to handle an active security compromise.

C:

Security Command Center centralizes security posture and findings for supported Google Cloud resources. This does not directly meet the case requirement to handle an active security compromise.

Question 756

A model's response includes raw government IDs that policy prohibits disclosing. Which protection class is relevant?

  1. Workload monitoring
  2. Configuration hardening
  3. Incident response process
  4. Data-loss prevention

Explanation

Correct Answer

D:

DLP safeguards can detect sensitive-data leakage. Data-loss prevention detects or limits sensitive information exposure according to policy.

Incorrect Answers

A:

Monitoring captures runtime health, events and suspicious behavior for workloads. This does not directly meet the case requirement to prevent exposure of regulated identifiers.

B:

Hardening reduces attack surface through safer settings and permitted services. This does not directly meet the case requirement to prevent exposure of regulated identifiers.

C:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to prevent exposure of regulated identifiers.

Question 757

Security leadership asks for centrally tracked misconfiguration and threat findings. Which service fits?

  1. Security Command Center
  2. Data-loss prevention
  3. Incident response process
  4. Vulnerability assessment

Explanation

Correct Answer

A:

Security Command Center reports supported findings. Security Command Center centralizes security posture and findings for supported Google Cloud resources.

Incorrect Answers

B:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to centralize cloud risk visibility.

C:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to centralize cloud risk visibility.

D:

Vulnerability assessment identifies known weaknesses in components and configurations. This does not directly meet the case requirement to centralize cloud risk visibility.

Question 758

An open-source package used in a model server has a known CVE. What procedure should identify it?

  1. Data-loss prevention
  2. Incident response process
  3. Workload monitoring
  4. Vulnerability assessment

Explanation

Correct Answer

D:

Vulnerability scanners detect reported issues. Vulnerability assessment identifies known weaknesses in components and configurations.

Incorrect Answers

A:

Data-loss prevention detects or limits sensitive information exposure according to policy. This does not directly meet the case requirement to find known software vulnerabilities.

B:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to find known software vulnerabilities.

C:

Monitoring captures runtime health, events and suspicious behavior for workloads. This does not directly meet the case requirement to find known software vulnerabilities.

Question 759

An agent unexpectedly sends large amounts of data over outbound connections. Which operational signal should be monitored?

  1. Incident response process
  2. Vulnerability assessment
  3. Workload monitoring
  4. Security Command Center

Explanation

Correct Answer

C:

Workload monitoring helps detect abnormal behavior. Monitoring captures runtime health, events and suspicious behavior for workloads.

Incorrect Answers

A:

Incident response coordinates containment, investigation and recovery after security events. This does not directly meet the case requirement to inspect anomalous network and runtime activity.

B:

Vulnerability assessment identifies known weaknesses in components and configurations. This does not directly meet the case requirement to inspect anomalous network and runtime activity.

D:

Security Command Center centralizes security posture and findings for supported Google Cloud resources. This does not directly meet the case requirement to inspect anomalous network and runtime activity.

Question 760

A risky cloud credential is exposed and must be revoked while affected systems are investigated. What practice coordinates these steps?

  1. Vulnerability assessment
  2. Incident response process
  3. Configuration hardening
  4. Security Command Center

Explanation

Correct Answer

B:

Incident response manages containment and recovery. Incident response coordinates containment, investigation and recovery after security events.

Incorrect Answers

A:

Vulnerability assessment identifies known weaknesses in components and configurations. This does not directly meet the case requirement to respond methodically to credential exposure.

C:

Hardening reduces attack surface through safer settings and permitted services. This does not directly meet the case requirement to respond methodically to credential exposure.

D:

Security Command Center centralizes security posture and findings for supported Google Cloud resources. This does not directly meet the case requirement to respond methodically to credential exposure.

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