Linux-Foundation CNPA Exam Study Material
Certified Cloud Native Platform Engineering Associate- 85 Questions & Answers
- Update Date : July 16, 2026
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Question 1
In designing a cloud native platform, which architectural feature is essential for allowing theintegration of new capabilities like self-service delivery and observability without specialistintervention?
A. Monolithic architecture with no APIs.B. Centralized integration through specialist API gateways.
C. Extensible architecture with modular components.
D. Static architecture with rigid components.
Question 2
A platform engineering team is building an Internal Developer Platform (IDP). Which of the following enables application teams to manage infrastructure resources independently, without requiring direct platform team support?
A. Manual infrastructure deployment services.B. A comprehensive platform knowledge center.
C. Centralized logging and monitoring interfaces.
D. Self-service resource provisioning APIs.
Question 3
A platform team is deciding whether to invest engineering time into automating cluster autoscaling.Which of the following best justifies making this automation a priority?
A. Cluster autoscaling is a repetitive task that increases toil when done manually.B. Manual upgrade tasks help platform teams stay familiar with system internals.
C. Most engineers prefer doing upgrade tasks manually and prefer to review each one.
D. Automation tools are better than manual processes, regardless of context.
Question 4
What is a key consideration during the setup of a Continuous Integration/Continuous Deployment(CI/CD) pipeline to ensure efficient and reliable software delivery?
A. Using a single development environment for all stages of the pipeline.B. Implement automated testing at multiple points in the pipeline.
C. Skip the packaging step to save time and reduce complexity.
D. Manually approve each build before deployment to maintain control over quality.
Question 5
During a CI/CD pipeline review, the team discusses methods to prevent insecure code from being introduced into production. Which practice is most effective for this purpose?
A. Implementing security gates at key stages of the pipeline.B. Performing load balancing controls to manage traffic during deployments
C. Conducting A/B testing to validate secure code changes.
D. Using caching strategies to control secure content delivery.