Expert Answers to Linux Foundation Exam CNPA Questions

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Kubernetes and Cloud Native Certified Cloud Native Platform Engineering Associate

Certified Cloud Native Platform Engineering Associate

Last Update Dec 14, 2025
Total Questions : 85

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Questions 2

In a cloud native environment, which factor most critically influences the need for customized CI pipeline configurations across different application types?

Options:

The organizational practice of assigning unique pipeline configurations based on application priority levels.

The technical differences in build tools, testing frameworks, and artifact formats across programming languages.

The need to accommodate varying team sizes and developer expertise levels within the organization.

The requirement to visually distinguish between different application pipelines in monitoring dashboards.

Discussion 0

Questions 3

In a GitOps workflow, how should application environments be managed when promoting an application from staging to production?

Options:

Merge changes and let a tool handle the deployment

Create a new environment for production each time an application is updated.

Manually update the production environment configuration files.

Use a tool to package the application and deploy it directly to production.

Discussion 0

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Questions 4

In assessing the effectiveness of platform engineering initiatives, which DORA metric most directly correlates to the time it takes for code from its initial commit to be deployed into production?

Options:

Lead Time for Changes

Deployment Frequency

Mean Time to Recovery

Change Failure Rate

Discussion 0

Questions 5

Which of the following strategies should a team prioritize to enhance platform efficiency?

Options:

Encourage teams to handle all platform tools independently without guidance.

Implement manual updates for all cluster configurations.

Automate the version bump process (or cluster updates).