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| Section | Weight | Objectives |
|---|
| CI/CD Pipeline Development | 26% | - Containerization and Docker
- 1. Creating optimized Docker images (multi-stage builds)
- 2. Managing container registries
- 3. Implementing container security best practices
- CI/CD best practices
- 1. Configuring quality gates and code coverage
- 2. Managing secrets in CI/CD pipelines
- 3. Implementing shift-left testing
- Designing and implementing CI/CD pipelines
- 1. Setting up artifact management with Artifact Registry
- 2. Designing pipeline architecture (Cloud Build, Jenkins, GitLab CI, etc.)
- 3. Implementing build automation scripts
- 4. Configuring build caching strategies
- 5. Configuring build triggers and webhooks
|
| Reliability and Site Reliability Engineering (SRE) | 24% | - Monitoring and observability
- 1. Setting up alerting policies and incident management
- 2. Creating dashboards for service health visibility
- 3. Implementing distributed tracing with Cloud Trace
- 4. Configuring Cloud Monitoring and Logging
- SLOs, SLIs, and SLAs
- 1. Defining and implementing Service Level Objectives
- 2. Setting appropriate Service Level Agreements
- 3. Error budget policies and management
- 4. Creating and interpreting Service Level Indicators
- Incident management
- 1. Configuring automated incident response
- 2. Post-incident reviews and blameless postmortems
- 3. Implementing on-call procedures
|
| Monitoring, Logging, and Debugging | 12% | - Log management
- 1. Implementing log-based metrics
- 2. Configuring log retention policies
- 3. Structuring logs for efficient querying
- Cloud Operations Suite
- 1. Creating uptime checks and alerts
- 2. Implementing Cloud Logging with log sinks
- 3. Configuring Cloud Monitoring metrics
- Debugging and troubleshooting
- 1. Using Cloud Debugger and Error Reporting
- 2. Analyzing performance profiles with Cloud Profiler
- 3. Debugging with Cloud Trace distributed tracing
|
| Cloud Infrastructure Automation | 24% | - Configuration management
- 1. Managing secrets with Secret Manager
- 2. Implementing configuration drift detection
- 3. Using Ansible for configuration management
- Deployment strategies
- 1. Blue-green deployments
- 2. Rolling updates with Kubernetes
- 3. Canary releases and progressive rollouts
- 4. Feature flags with Firebase Remote Config or LaunchDarkly
- Infrastructure as Code (IaC)
- 1. Implementing immutable infrastructure patterns
- 2. Implementing with Terraform
- 3. Managing infrastructure modules and state
|
| Microservices Architecture | 14% | - Container orchestration with GKE
- 1. Implementing workload deployment and scaling
- 2. Managing pod lifecycle and resource quotas
- 3. Designing Kubernetes cluster architectures
- 4. Configuring node pools and auto-scaling
- Service mesh and networking
- 1. Configuring traffic management and load balancing
- 2. Implementing Anthos Service Mesh / Istio
- 3. Implementing service-to-service authentication
- API management
- 1. Exposing APIs with Cloud Endpoints / Apigee
- 2. Implementing API versioning strategies
|
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Google Cloud Certified - Professional Cloud DevOps Engineer Exam Sample Questions (Q25-Q30):
NEW QUESTION # 25
You currently store the virtual machine (VM) utilization logs in Stackdriver. You need to provide an easy-to-share interactive VM utilization dashboard that is updated in real time and contains information aggregated on a quarterly basis. You want to use Google Cloud Platform solutions. What should you do?
- A. 1. Export VM utilization logs from Stackdriver to a Cloud Storage bucket.
2. Enable the Cloud Storage API to pull the logs programmatically.
3. Build a custom data visualization application.
4. Display the pulled logs in a custom dashboard. - B. 1. Export VM utilization logs from Stackdriver to BigOuery.
2. Create a dashboard in Data Studio.
3. Share the dashboard with your stakeholders. - C. 1. Export VM utilization logs (rom Stackdriver to BigQuery.
2. From BigQuery. export the logs to a CSV file.
3. Import the CSV file into Google Sheets.
4. Build a dashboard in Google Sheets and share it with your stakeholders. - D. 1. Export VM utilization logs from Stackdriver to Cloud Pub/Sub.
2. From Cloud Pub/Sub, send the logs to a Security Information and Event Management (SIEM) system.
3. Build the dashboards in the SIEM system and share with your stakeholders.
Answer: C
NEW QUESTION # 26
Your team is designing a new application for deployment into Google Kubernetes Engine (GKE). You need to set up monitoring to collect and aggregate various application-level metrics in a centralized location. You want to use Google Cloud Platform services while minimizing the amount of work required to set up monitoring. What should you do?
- A. Install the OpenTelemetry client libraries in the application, configure Stackdriver as the export destination for the metrics, and then observe the application's metrics in Stackdriver.
- B. Emit all metrics in the form of application-specific log messages, pass these messages from the containers to the Stackdriver logging collector, and then observe metrics in Stackdriver.
- C. Install the Cloud Pub/Sub client libraries, push various metrics from the application to various topics, and then observe the aggregated metrics in Stackdriver.
- D. Publish various melrics from the application directly to the Slackdriver Monitoring API, and then observe these custom metrics in Stackdriver.
Answer: D
NEW QUESTION # 27
You support a service with a well-defined Service Level Objective (SLO). Over the previous 6 months, your service has consistently met its SLO and customer satisfaction has been consistently high. Most of your service's operations tasks are automated and few repetitive tasks occur frequently. You want to optimize the balance between reliability and deployment velocity while following site reliability engineering best practices. What should you do? (Choose two.)
- A. Make the service's SLO more strict.
- B. Change the implementation of your Service Level Indicators (SLIs) to increase coverage.
- C. Increase the service's deployment velocity and/or risk.
- D. Get the product team to prioritize reliability work over new features.
- E. Shift engineering time to other services that need more reliability.
Answer: C,E
Explanation:
(https://sre.google/workbook/implementing-slos/#slo-decision-matrix)
NEW QUESTION # 28
You recently noticed that one of your services has exceeded the error budget for the current rolling window period. Your company's product team is about to launch a new feature. You want to follow Site Reliability Engineering (SRE) practices. What should you do?
- A. Notify the team that their error budget is used up. Negotiate with the team for a launch freeze or tolerate a slightly worse user experience.
- B. Escalate the situation and request additional error budget.
- C. Notify the team about the lack of error budget and ensure that all their tests are successful so the launch will not further risk the error budget.
- D. Look through other metrics related to the product and find SLOs with remaining error budget. Reallocate the error budgets and allow the feature launch.
Answer: A
NEW QUESTION # 29
Your company allows teams to self-manage Google Cloud projects, including project-level Identity and Access Management (IAM). You are concerned that the team responsible for the Shared VPC project might accidentally delete the project, so a lien has been placed on the project. You need to design a solution to restrict Shared VPC project deletion to those with the resourcemanager.projects.updateLiens permission at the organization level. What should you do?
- A. Revoke the resourcemanager.projects.updateLiens permission from all users associated with the project.
- B. Enable VPC Service Controls for the container.googleapis.com API service.
- C. Instruct teams to only perform IAM permission management as code with Terraform.
- D. Enable the compute.restrictXpnProjectLienRemoval organization policy constraint.
Answer: D
Explanation:
Comprehensive and Detailed Explanation From General Google Cloud IAM and Organization Policy Knowledge:
The core requirement is to prevent accidental deletion of a Shared VPC host project, even by project owners, by ensuring that only users with a specific permission at the organization level can remove the lien that protects the project.
A lien (resourcemanager.projects.delete) has already been placed on the project. This prevents its deletion.
The challenge is to prevent the removal of this lien by project-level administrators.
The permission to remove a lien is resourcemanager.projectLiens.update (or resourcemanager.projects.
updateLiens as stated in the question, which implies a broader update capability including liens).
Option A (Enable VPC Service Controls for the container.googleapis.com API service): VPC Service Controls are for data exfiltration prevention by creating service perimeters. They do not directly control IAM permissions for lien management or project deletion.
Option B (Revoke the resourcemanager.projects.updateLiens permission from all users associated with the project): While this would prevent project-level users from removing the lien, it doesn't enforce therequirement that only users with this permission at the organization level can remove it. A project owner could potentially re-grant themselves this permission at the project level if not otherwise restricted. The goal is a stronger, centrally enforced restriction.
Option C (Enable the compute.restrictXpnProjectLienRemoval organization policy constraint): This is specifically designed for the scenario described.Organization Policies allow centralized control over resource configurations across the organization.
The compute.restrictXpnProjectLienRemoval constraint, when enforced (set to True), restricts the removal of liens on Shared VPC host projects. Only users who have the resourcemanager.projectLiens.update permission (or resourcemanager.projects.updateLiens) granted at the organization level can then remove such liens. This prevents project owners or other project-level principals from removing the lien unless they also have this specific permission at the org level.
Option D (Instruct teams to only perform IAM permission management as code with Terraform): While Infrastructure as Code (IaC) is a good practice for managing IAM, it's an operational guideline and doesn't technically enforce the restriction on lien removal. A user with sufficient project-level IAM permissions could still manually remove the lien via the console or gcloud if not prevented by an organization policy.
Therefore, enabling the compute.restrictXpnProjectLienRemoval organization policy is the direct and most effective way to meet the requirement.
Reference (Based on Google Cloud Organization Policy and Shared VPC documentation):
Google Cloud documentation on Resource Manager Liens: https://cloud.google.com/resource-manager/docs
/project-liens
Google Cloud documentation on Organization Policy Constraints: https://cloud.google.com/resource-manager
/docs/organization-policy/org-policy-constraints
Specifically, the compute.restrictXpnProjectLienRemoval constraint: "When set to true, liens on Shared VPC host projects can only be removed by users that have resourcemanager.projectLiens.update permission on the organization." (or similar wording indicating org-level permission is required). This constraint ensures that the protection afforded by the lien on a critical Shared VPC host project cannot be easily circumvented at the project level.
NEW QUESTION # 30
......
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