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| Section | Weight | Objectives |
|---|
| Supporting Compliance Requirements | 11% | - Regulatory compliance
- 1. Controls for GDPR, HIPAA, PCI DSS, ISO 27001
- 2. Shared responsibility model
- Audit and assessment
- 1. Evidence collection and reporting
- 2. Security assessment frameworks
|
| Configuring Network Security | 20% | - Perimeter security
- 1. VPC design and private access
- 2. Identity-Aware Proxy (IAP)
- 3. Cloud NGFW rules and policies
- Secure communication
- 1. Certificate management
- 2. Load balancer security
- 3. Encryption in transit
|
| Managing Operations | 19% | - Security monitoring and logging
- 1. Security Command Center (SCC)
- 2. Cloud Audit Logs and logging configuration
- 3. Threat detection and response
- Security automation and governance
- 1. Infrastructure as Code security
- 2. Binary Authorization and supply chain security
- 3. Policy enforcement and compliance monitoring
|
| Configuring Access | 25% | - Implementing access management
- 1. Deny policies and conditional access
- 2. Service accounts and key management
- 3. User and group management
- Designing access control
- 1. Identity federation and workload identity
- 2. IAM roles, permissions, and policies
- 3. Resource hierarchy and organization policies
|
| Ensuring Data Protection | 23% | - Encryption implementation
- 1. Encryption at rest (CMEK, Google-managed keys)
- 2. Key management and rotation
- 3. Data loss prevention (DLP)
- Data classification and lifecycle
- 1. Sensitive data discovery and classification
- 2. Retention and deletion policies
|
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Google Cloud Certified - Professional Cloud Security Engineer Exam Sample Questions (Q103-Q108):
NEW QUESTION # 103
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 has 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 (CI/CD) pipeline.
- B. 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. - C. 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. - 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.
Answer: A
Explanation:
To enhance the security of your machine learning (ML) model supply chain within a serverless architecture, it's crucial to implement measures that protect both the development and deployment pipelines.
* Option A: While limiting external dependencies and rotating encryption keys are good security practices, they do not directly address the risks associated with the ML model supply chain.
* Option B: Implementing container image vulnerability scanning during development and pre- deployment helps identify and mitigate known vulnerabilities in your container images. Enforcing Binary Authorization ensures that only trusted and verified images are deployed in your environment. This combination directly strengthens the security of the ML model supply chain by validating the integrity of container images before deployment.
* Option C: Sanitizing training data and applying role-based access controls are important security practices but do not specifically safeguard the deployment pipeline against compromised container images.
* Option D: While strict firewall rules and intrusion detection systems enhance network security, they do not specifically address vulnerabilities within the container images or the deployment process.
Therefore, Option B is the most effective approach, as it directly addresses the security of the development and deployment pipeline by ensuring that only vetted and secure container images are used in your environment.
References:
* Container Scanning Overview
* Binary Authorization Overview
NEW QUESTION # 104
You have been tasked with inspecting IP packet data for invalid or malicious content. What should you do?
- A. Configure the Fluentd agent on each VM Instance within the VPC. Perform inspection on the log data using Cloud Logging.
- B. Configure Google Cloud Armor access logs to perform inspection on the log data.
- C. Enable VPC Flow Logs for all subnets in the VPC. Perform inspection on the Flow Logs data using Cloud Logging.
- D. Use Packet Mirroring to mirror traffic to and from particular VM instances. Perform inspection using security software that analyzes the mirrored traffic.
Answer: D
Explanation:
https://cloud.google.com/vpc/docs/packet-mirroring
Packet Mirroring clones the traffic of specified instances in your Virtual Private Cloud (VPC) network and forwards it for examination. Packet Mirroring captures all traffic and packet data, including payloads and headers.
NEW QUESTION # 105
You are managing a set of Google Cloud projects that are contained in a folder named Data Warehouse A new data analysis team has been approved to perform data analysis for all BigQuery data in the projects within the Data Warehouse folder. They should only be able to read the data and not have permissions to modify or delete the data. You want to reduce the operational overhead of provisioning access while adhering to the principle of least privilege. What should you do?
- A. Grant the BigQuery Data Viewer role at the Data Warehouse folder.
- B. Grant the BigQuery Data Viewer role at the dataset level for each BigQuery dataset within each project in the Data Warehouse folder
- C. Grant the BigQuery Data Viewer role at the project level for each project within the Data Warehouse folder.
- D. Grant the BigQuery Metadata Viewer role at the Data Warehouse folder
Answer: A
Explanation:
The requirements are met by granting access at the highest point in the resource hierarchy that encompasses all the necessary resources, using the least privileged role required.
Least Privilege Role: The team needs to read data and not modify or delete it. The roles/bigquery.dataViewer role is the correct least privileged role for read-only access to data.
Minimize Operational Overhead: Granting the role at the Folder level ensures that the access is automatically inherited by all current and future projects within that folder, drastically reducing the operational overhead compared to granting the role per project (C) or per dataset (A).
Scope: The Folder scope (Data Warehouse folder) is the container for all BigQuery data in the projects within the folder, making it the ideal single point of granting access.
Extracts:
"IAM roles are inherited down the resource hierarchy... Granting a role at the folder level will grant the principal that role across all projects within that folder, including any projects created in the future." (Source
10.1)
"The BigQuery Data Viewer (roles/bigquery.dataViewer) role grants permission to read data in BigQuery tables and views... It does not grant permissions to modify or delete the data, adhering to the principle of least privilege for read-only tasks." (Source 10.2)
NEW QUESTION # 106
A DevOps team will create a new container to run on Google Kubernetes Engine. As the application will be internet-facing, they want to minimize the attack surface of the container.
What should they do?
- A. Delete non-used versions from Container Registry.
- B. Build small containers using small base images.
- C. Use Cloud Build to build the container images.
- D. Use a Continuous Delivery tool to deploy the application.
Answer: B
Explanation:
Small containers usually have a smaller attack surface as compared to containers that use large base images.
https://cloud.google.com/blog/products/gcp/kubernetes-best-practices-how-and-why-to-build- small-container-images
NEW QUESTION # 107
Your company recently published a security policy to minimize the usage of service account keys. On-premises Windows-based applications are interacting with Google Cloud APIs. You need to implement Workload Identity Federation (WIF) with your identity provider on-premises.
What should you do?
- A. Set up a workload identity pool with your corporate Active Directory Federation Service (ADFS) Let all principals in the pool impersonate the Google Cloud service account.
- B. Set up a workload identity pool with your corporate Active Directory Federation Service (ADFS) Configure a rule to let principals in the pool impersonate the Google Cloud service account.
- C. Set up a workload identity pool with an OpenID Connect (OIDC) service on the name machine Configure a rule to let principals in the pool impersonate the Google Cloud service account.
- D. Set up a workload identity pool with an OpenID Connect (OIDC) service on the same machine Let all principals in the pool impersonate the Google Cloud service account.
Answer: B
NEW QUESTION # 108
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