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| Section | Objectives |
|---|
| Develop and implement CI/CD pipelines | - Build and manage CI/CD pipelines using Google Cloud tools
- 1. Cloud Build pipeline design
- 2. Artifact repository management
- Automate build, test, and deployment processes
- 1. Release management practices
- 2. Deployment automation strategies
|
| Implement security and compliance | - Secure CI/CD pipelines
- 1. IAM and least privilege access
- 2. Secret and credential management
- Compliance and governance
- 1. Audit logging and policy enforcement
|
| Implement site reliability engineering (SRE) practices | - Incident management and postmortems
- 1. Alerting and on-call practices
- Define and manage SLI, SLO, and SLA
- 1. Error budgets and monitoring strategies
|
| Optimize performance and continuous delivery | - Monitoring and observability
- 1. Cloud Monitoring and Logging
- 2. Performance tuning and feedback loops
- System performance optimization
- 1. Scaling strategies and load handling
|
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Google Cloud Certified - Professional Cloud DevOps Engineer Exam Sample Questions (Q19-Q24):
NEW QUESTION # 19
You manage a critical, user-facing application and have configured a service level objective (SLO) in Cloud Monitoring to track 99% availability over a 30-day rolling window. Recently, a series of minor issues have increased latency, causing the error budget to be consumed at an accelerated rate. You need to be proactively notified when the service is at risk of violating its SLO before the error budget is fully depleted. What should you do?
- A. Create a custom dashboard in Cloud Monitoring that visualizes the SLO compliance percentage and the remaining error budget. Configure the dashboard to send a scheduled daily report through email.
- B. In Cloud Monitoring, create an alerting policy based on the SLO's error budget burn rate. Configure the alert to trigger when the current consumption rate is projected to exhaust the budget before the end of the 30-day compliance period.
- C. Configure a log-based metric in Cloud Monitoring that tracks the rate of application error logs. Create an alerting policy on this metric that triggers when the error rate shows a significant anomalous deviation from its historical baseline.
- D. In Metrics Explorer, create an alerting policy based on the average request latency for the application's load balancer. Configure the alert to trigger if latency exceeds a predefined threshold.
Answer: B
Explanation:
Comprehensive and Detailed 150 to 200 words of Explanation From Google Cloud DevOps guides documents:
In Site Reliability Engineering (SRE), the most effective way to manage an SLO is through Burn Rate Alerting. According to Google Cloud's SRE documentation, a burn rate is the speed at which the error budget is being consumed relative to the SLO's compliance period. Relying on simple threshold alerts (Option D) or manual dashboard checks (Option B) often leads to "alert fatigue" or missed signals because they do not account for the rate of depletion over time.
By creating an alerting policy in Cloud Monitoring specifically based on the burn rate, you can identify
"fast burns" (sudden outages) and "slow burns" (gradual regressions like increased latency). The system calculates the projection; if the current rate of error budget consumption is high enough to exhaust the remaining budget before the end of the 30-day window, it triggers a proactive notification. This allows the team to intervene while they still have a portion of the error budget remaining, effectively preventing an SLO violation rather than merely reacting to one after the fact. This approach aligns perfectly with Google Cloud's recommended practices for automated, data-driven incident prevention.
NEW QUESTION # 20
You recently migrated an ecommerce application to Google Cloud. You now need to prepare the application for the upcoming peak traffic season. You want to follow Google-recommended practices. What should you do first to prepare for the busy season?
- A. Create a Terraform configuration for the application's underlying infrastructure to quickly deploy to additional regions.
- B. Pre-provision the additional compute power that was used last season, and expect growth.
- C. Load test the application to profile its performance for scaling.
- D. Migrate the application to Cloud Run, and use autoscaling.
Answer: C
NEW QUESTION # 21
Your company wants to implement a CD pipeline in Cloud Deploy for a web service deployed to GKE. The web service currently does not have any automated testing. The Quality Assurance team must manually verify any new releases of the web service before any production traffic is processed. You need to design the CD pipeline. What should you do?
- A. Create a single pipeline stage, and use a standard deployment strategy.
- B. Create two pipeline stages, and use a standard deployment strategy.
- C. Create a single pipeline stage, and use a canary deployment strategy.
- D. Create two pipeline stages, and use a canary deployment strategy.
Answer: B
Explanation:
To allow manual QA approval, you need separate pipeline stages (e.g., staging # production) and manual promotion between them.
"Cloud Deploy supports multi-stage pipelines where you can manually approve releases before promotion."
- Cloud Deploy Promotion
"Use a standard strategy when there are no automated tests or SLOs to support rollback decisions."
- Deployment Strategies
Canary is best used when automated health checks and metrics exist, which is not the case here.
NEW QUESTION # 22
Your company operates in a highly regulated domain. Your security team requires that only trusted container images can be deployed to Google Kubernetes Engine (GKE). You need to implement a solution that meets the requirements of the security team, while minimizing management overhead. What should you do?
- A. Use Cloud Run to write and deploy a custom validator Enable an Eventarc trigger to perform validations when new images are uploaded.
- B. Grant the roles/artifactregistry. writer role to the Cloud Build service account. Confirm that no employee has Artifact Registry write permission.
- C. Configure Kritis to run in your GKE clusters to enforce deploy-time security policies.
- D. Configure Binary Authorization in your GKE clusters to enforce deploy-time security policies
Answer: D
NEW QUESTION # 23
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. Publish various metrics from the application directly to the Slackdriver Monitoring API, and then observe these custom 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 OpenTelemetry client libraries in the application, configure Stackdriver as the export destination for the metrics, and then observe the application's metrics in Stackdriver.
- D. Install the Cloud Pub/Sub client libraries, push various metrics from the application to various topics, and then observe the aggregated metrics in Stackdriver.
Answer: A
Explanation:
https://cloud.google.com/kubernetes-engine/docs/concepts/custom-and-external-metrics#custom_metrics
https://github.com/GoogleCloudPlatform/k8s-stackdriver/blob/master/custom-metrics-stackdriver-adapter/README.md Your application can report a custom metric to Cloud Monitoring. You can configure Kubernetes to respond to these metrics and scale your workload automatically. For example, you can scale your application based on metrics such as queries per second, writes per second, network performance, latency when communicating with a different application, or other metrics that make sense for your workload. https://cloud.google.com/kubernetes-engine/docs/concepts/custom-and-external-metrics
NEW QUESTION # 24
......
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