Linux Foundation CNPA Certification Exam Sample Questions

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Linux Foundation CNPA Sample Questions:

01. How are CRDs typically used in platform engineering?
a) To expose non-Kubernetes APIs
b) To define custom application and infrastructure resources
c) To modify RBAC roles
d) To patch the kubelet
 
02. What are best practices for managing multiple application environments using GitOps?
(Select TWO)
a) Use separate Git branches or folders
b) Store credentials in YAML files
c) Isolate configurations per environment
d) Avoid audit trails
 
03. What does the "Lead Time for Changes" metric measure in DORA?
a) Time between a system crash and its resolution
b) Time taken to compile an application
c) Time from code commit to production deployment
d) Time between daily stand-ups
 
04. What tool is commonly used to manage alerts and on-call rotations in platform engineering?
a) PagerDuty
b) Jenkins
c) Terraform
d) Grafana
 
05. Which applications are ideal candidates for operator-based automation?
(Select TWO)
a) Stateful databases
b) Stateless single-container apps
c) Applications with complex upgrade logic
d) CronJobs
 
06. How is AI/ML typically applied in platform automation?
a) Disabling automated scaling
b) Logging security events manually
c) Replacing all CI/CD pipelines
d) Predictive scaling and anomaly detection
 
07. What are key characteristics of a well-architected cloud-native platform?
(Select TWO)
a) Centralized developer onboarding
b) High coupling of services
c) Manual change management
d) Scalable and observable infrastructure
 
08. What is the primary characteristic of declarative resource management in Kubernetes?
a) The system reverts changes immediately
b) The system describes the desired state and continuously reconciles it
c) The administrator must manually apply every change
d) Changes are irreversible once applied
 
09. What tools are commonly used to collect or view observability data in cloud-native platforms?
(Select TWO)
a) Prometheus
b) Jenkins
c) SSH
d) Grafana
 
10. Which components should be secured to protect a Kubernetes cluster?
(Select TWO)
a) kube-apiserver
b) kubelet
c) Prometheus
d) Grafana dashboard theme

Answers:

Question: 01
Answer: b		 Question: 02
Answer: a, c		 Question: 03
Answer: c		 Question: 04
Answer: a		 Question: 05
Answer: a, c
Question: 06
Answer: d		 Question: 07
Answer: a, d		 Question: 08
Answer: b		 Question: 09
Answer: a, d		 Question: 10
Answer: a, b

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