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| Section | Weight | Objectives |
|---|
| Building and implementing CI/CD pipelines | 25% | - Design CI/CD pipelines
- 1. Integrate artifact management
- 2. Plan pipelines for apps, infrastructure, ML workloads
- 3. Support hybrid/multi-cloud deployment
- Implement and secure pipelines
- 1. Automate build, test, and deployment stages
- 2. Manage pipeline secrets and credentials
- 3. Enforce security scanning and compliance checks
- Optimize and maintain pipelines
- 1. Monitor pipeline performance
- 2. Handle rollbacks and versioning
- 3. Improve speed and reliability
|
| Bootstrapping and maintaining a Google Cloud organization | 20% | - Design resource hierarchy
- 1. Organize resources by project/folder/application
- 2. Define IAM policies and access control
- 3. Plan shared networking and connectivity
- Manage configuration and deployment
- 1. Automate resource provisioning
- 2. Enforce consistency across environments
- 3. Use Infrastructure as Code tools
- Set up governance and compliance
- 1. Manage resource quotas and limits
- 2. Implement organization policies
- 3. Configure audit logging and monitoring
|
| Applying site reliability engineering practices | 18% | - Define reliability goals
- 1. Use error budgets to balance change and stability
- 2. Establish SLIs, SLOs, SLAs
- 3. Align reliability with business needs
- Design for resilience
- 1. Plan redundancy and fault tolerance
- 2. Automate remediation and self-healing
- 3. Test failure scenarios and recovery
- Manage incidents and outages
- 1. Detect and respond to issues quickly
- 2. Implement improvements to prevent recurrence
- 3. Perform postmortems and root cause analysis
|
| Optimizing performance and cost | 17% | - Apply FinOps practices
- 1. Right-size resources and eliminate waste
- 2. Use spot instances and committed use discounts
- 3. Monitor and analyze cloud costs
- Balance cost, performance, and reliability
- 1. Plan capacity and scaling
- 2. Make tradeoff decisions based on data
- 3. Optimize over time
- Improve system performance
- 1. Tune applications and infrastructure
- 2. Use caching and content delivery
- 3. Optimize resource allocation
|
| Implementing observability and troubleshooting | 20% | - Build monitoring and logging systems
- 1. Use Cloud Monitoring, Cloud Logging, Cloud Trace
- 2. Create dashboards and alerts
- 3. Collect and analyze metrics, logs, traces
- Troubleshoot complex issues
- 1. Analyze performance and latency
- 2. Isolate problems across layers
- 3. Trace requests end-to-end
- Optimize observability strategy
- 1. Scale monitoring for large environments
- 2. Reduce noise and prioritize signals
- 3. Integrate observability into development
|
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Google Cloud Certified - Professional Cloud DevOps Engineer Exam Sample Questions (Q73-Q78):
NEW QUESTION # 73
Your application images are built using Cloud Build and pushed to Google Container Registry (GCR). You want to be able to specify a particular version of your application for deployment based on the release version tagged in source control. What should you do when you push the image?
- A. Reference the image digest in the source control tag.
- B. Supply the source control tag as a parameter within the image name.
- C. Use GCR digest versioning to match the image to the tag in source control.
- D. Use Cloud Build to include the release version tag in the application image.
Answer: B
Explanation:
Explanation
https://cloud.google.com/container-registry/docs/pushing-and-pulling
NEW QUESTION # 74
You are designing a system with three different environments: development, quality assurance (QA), and production.
Each environment will be deployed with Terraform and has a Google Kubemetes Engine (GKE) cluster created so that application teams can deploy their applications. Anthos Config Management will be used and templated to deploy infrastructure level resources in each GKE cluster. All users (for example, infrastructure operators and application owners) will use GitOps. How should you structure your source control repositories for both Infrastructure as Code (laC) and application code?
- A. Cloud Infrastructure (Terraform) repository is shared: different directories are different environments GKE Infrastructure (Anthos Config Management Kustomize manifests) repository is shared: different overlay directories are different environments Application (app source code) repositories are separated:
different branches are different features - B. Cloud Infrastructure (Terraform) repositories are separated: different branches are different environments GKE Infrastructure (Anthos Config Management Kustomize manifests) repositories are separated: different overlay directories are different environments Application (app source code) repositories are separated: different branches are different features
- C. Cloud Infrastructure (Terraform) repository is shared: different directories are different environments GKE Infrastructure (Anthos Config Management Kustomize manifests) repositories are separated:
different branches are different environments Application (app source code) repositories are separated:
different branches are different features - D. Cloud Infrastructure (Terraform) repository is shared: different branches are different environments GKE Infrastructure (Anthos Config Management Kustomize manifests) repository is shared: different overlay directories are different environments Application (app source code) repository is shared:
different directories are different features
Answer: C
Explanation:
Explanation
The correct answer is B. Cloud Infrastructure (Terraform) repository is shared: different directories are different environments. GKE Infrastructure (Anthos Config Management Kustomize manifests) repositories are separated: different branches are different environments. Application (app source code) repositories are separated: different branches are different features.
This answer follows the best practices for using Terraform and Anthos Config Management with GitOps, as described in the following sources:
For Terraform, it is recommended to use a single repository for all environments, and use directories to separate them. This way, you can reuse the same Terraform modules and configurations across environments, and avoid code duplication and drift. You can also use Terraform workspaces to isolate the state files for each environment12.
For Anthos Config Management, it is recommended to use separate repositories for each environment, and use branches to separate the clusters within each environment. This way, you can enforce different policies and configurations for each environment, and use pull requests to promote changes across environments. You can also use Kustomize to create overlays for each cluster that apply specific patches or customizations34.
For application code, it is recommended to use separate repositories for each application, and use branches to separate the features or bug fixes for each application. This way, you can isolate the development and testing of each application, and use pull requests to merge changes into the main branch. You can also use tags or labels to trigger deployments to different environments5 .
References:
1: Best practices for using Terraform | Google Cloud
2: Terraform Recommended Practices - Part 1 | Terraform - HashiCorp Learn
3: Deploy Anthos on GKE with Terraform part 1: GitOps with Config Sync | Google Cloud Blog
4: Using Kustomize with Anthos Config Management | Anthos Config Management Documentation | Google Cloud
5: Deploy Anthos on GKE with Terraform part 3: Continuous Delivery with Cloud Build | Google Cloud Blog GitOps-style continuous delivery with Cloud Build | Cloud Build Documentation | Google Cloud
NEW QUESTION # 75
Your company is developing applications that are deployed on Google Kubernetes Engine (GKE) Each team manages a different application You need to create the development and production environments for each team while you minimize costs Different teams should not be able to access other teams environments You want to follow Google-recommended practices What should you do?
- A. Create a development and a production GKE cluster in separate projects In each cluster create a Kubernetes namespace per team and then configure Identity-Aware Proxy so that each team can only access its own namespace
- B. Create one Google Cloud project per team In each project create a cluster with a Kubernetes namespace for development and one for production Grant the teams Identity and Access Management (1AM) access to their respective clusters.
- C. Create one Google Cloud project per team In each project create a cluster for development and one for production Grant the teams Identity and Access Management (1AM) access to their respective clusters
- D. Create a development and a production GKE cluster in separate projects In each cluster create a Kubernetes namespace per team and then configure Kubernetes role-based access control (RBAC) so that each team can only access its own namespace
Answer: D
Explanation:
The best option for creating the development and production environments for each team while minimizing costs and ensuring isolation is to create a development and a production GKE cluster in separate projects, in each cluster create a Kubernetes namespace per team, and then configure Kubernetes role-based access control (RBAC) so that each team can only access its own namespace. This option allows you to use fewer clusters and projects than creating one project or cluster per team, which reduces costs and complexity. It also allows you to isolate each team's environment by using namespaces and RBAC, which prevents teams from accessing other teams' environments.
NEW QUESTION # 76
Your company is creating a new cloud-native Google Cloud organization. You expect this Google Cloud organization to first be used by a small number of departments and then expand to be used by a large number of departments. Each department has a large number of applications varying in size. You need to design the VPC network architecture. Your solution must minimize the amount of management required while remaining flexible enough for development teams to quickly adapt to their evolving needs. What should you do?
- A. Create a separate VPC for each department and use Private Service Connect to connect the VPCs.
- B. Create a separate VPC for each application and use Private Service Connect to connect the VPCs.
- C. Create a separate VPC for each department and connect the VPCs with VPC Network Peering.
- D. Create a separate VPC for each department and connect the VPCs with Cloud VPN.
Answer: C
Explanation:
Comprehensive and Detailed Explanation:
The best network architecture should balance scalability, flexibility, and low management overhead. The best approach is:
Use a separate VPC for each department # This provides clear isolation for each team while allowing flexibility.
Use VPC Network Peering # VPC Peering enables private communication between VPCs with low latency and no bandwidth bottlenecks.
#Why not other options?
B (Private Service Connect for VPC connections)## Not designed for inter-VPC networking; it's meant for connecting to Google services or external services securely.
C (Separate VPC per application)## Too many VPCs would lead to complex management overhead.
D (Cloud VPN for connectivity)## Cloud VPN is for hybrid networking, not the best choice for internal GCP VPC connectivity.
#Official Reference:
Google Cloud VPC Design Best Practices
VPC Peering Overview
NEW QUESTION # 77
You are configuring a Cl pipeline. The build step for your Cl pipeline integration testing requires access to APIs inside your private VPC network. Your security team requires that you do not expose API traffic publicly. You need to implement a solution that minimizes management overhead. What should you do?
- A. Use Cloud Build as a pipeline runner. Configure Internal HTTP(S) Load Balancing for API access.
- B. Use Spinnaker for Google Cloud to connect to the private VPC.
- C. Use Cloud Build private pools to connect to the private VPC.
- D. Use Cloud Build as a pipeline runner. Configure External HTTP(S) Load Balancing with a Google Cloud Armor policy for API access.
Answer: C
Explanation:
Cloud Build is a service that executes your builds on Google Cloud Platform infrastructure1. Cloud Build can be used as a pipeline runner for your CI pipeline, which is a process that automates the integration and testing of your code2. Cloud Build private pools are private, dedicated pools of workers that offer greater customization over the build environment, including the ability to access resources in a private VPC network3. A VPC network is a virtual network that provides connectivity for your Google Cloud resources and services. By using Cloud Build private pools, you can implement a solution that minimizes management overhead, as Cloud Build private pools are hosted and fully-managed by Cloud Build and scale up and down to zero, with no infrastructure to set up, upgrade, or scale3. You can also implement a solution that meets your security requirement, as Cloud Build private pools use network peering to connect into your private VPC network and do not expose API traffic publicly.
NEW QUESTION # 78
......
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