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Linux Foundation CNPA real answers - Certified Cloud Native Platform Engineering Associate

CNPA
  • Exam Code: CNPA
  • Exam Name: Certified Cloud Native Platform Engineering Associate
  • Updated: Sep 13, 2025
  • Q & A: 87 Questions and Answers
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Linux Foundation Certified Cloud Native Platform Engineering Associate Sample Questions:

1. A Cloud Native Platform Engineer is tasked with improving the integration between teams through effective API management. Which aspect of API-driven initiatives is most crucial for fostering collaboration in platform engineering?

A) APIs should be designed to be as complex as possible to accommodate all potential use cases.
B) APIs must be documented properly to ensure all teams understand how to use them.
C) APIs should be tightly coupled to specific teams to enforce accountability.
D) APIs should be released without versioning to simplify maintenance.


2. Which of the following would be considered an advantage of using abstract APIs when offering cloud service provisioning and management as platform services?

A) Abstractions allow customization of cloud services and resources without guardrails.
B) Development teams can arbitrarily deploy cloud services via abstractions.
C) Abstractions enforce explicit platform team approval before any cloud resource is deployed.
D) Abstractions curate cloud services with built-in guardrails for development teams.


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) Automation tools are better than manual processes, regardless of context.
C) Manual upgrade tasks help platform teams stay familiar with system internals.
D) Most engineers prefer doing upgrade tasks manually and prefer to review each one.


4. What is the primary goal of platform engineering?

A) To replace all DevOps practices with automated tools and well-defined processes.
B) To create reusable, scalable platforms that improve developer productivity and experience.
C) To focus exclusively on infrastructure automation without considering developer needs
D) To limit developer access to infrastructure to enhance security and compliance.


5. During a Kubernetes deployment, a Cloud Native Platform Associate needs to ensure that the desired state of a custom resource is achieved. Which component of Kubernetes is primarily responsible for this task?

A) Kubernetes API Server
B) Kubernetes Etcd
C) Kubernetes Controller
D) Kubernetes Scheduler


Solutions:

Question # 1
Answer: B
Question # 2
Answer: D
Question # 3
Answer: A
Question # 4
Answer: B
Question # 5
Answer: C

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