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Real Linux Foundation CNPA In PDF Document Prepare Exam get successful
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Linux Foundation Certified Cloud Native Platform Engineering Associate Sample Questions (Q17-Q22):NEW QUESTION # 17
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. Conducting A/B testing to validate secure code changes.
- B. Using caching strategies to control secure content delivery.
- C. Performing load balancing controls to manage traffic during deployments.
- D. Implementing security gates at key stages of the pipeline.
Answer: D
Explanation:
The most effective way to prevent insecure code from reaching production is to integrate security gates directly into the CI/CD pipeline. Option A is correct because security gates involve automated scanning of dependencies, SBOM generation, code analysis, and policy enforcement during build and test phases. This ensures that vulnerabilities or policy violations are caught early in the development lifecycle.
Option B (load balancing) improves availability but is unrelated to code security. Option C (A/B testing) validates functionality, not security. Option D (caching strategies) affects performance, not code safety.
By embedding automated checks into CI/CD pipelines, teams adopt a shift-left security approach, ensuring compliance and minimizing risks of supply chain attacks. This practice directly supports platform engineering goals of combining security with speed and reducing developer friction through automation.
References:- CNCF Supply Chain Security Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 18
Which of the following best describes the primary function of an incident management system during a platform outage?
- A. Centralize alerts, facilitate notification to the appropriate on-call personnel, coordinate communication, and provide visibility into the incident status.
- B. Automatically generate detailed incident documentation, including the timeline and actions taken by the response team.
- C. Automatically execute predefined remediation scripts on the affected systems to resolve the incident without human intervention.
- D. Retroactively analyze system logs and metrics after the incident resolution to identify the root cause.
Answer: A
Explanation:
An incident management system's primary function is to coordinate response during outages, ensuring that alerts are centralized, on-call personnel are notified, communication is managed, and visibility is maintained.
Option B is correct because it emphasizes the core responsibilities of incident management systems like PagerDuty, Opsgenie, or ServiceNow. These systems streamline response efforts, reducing mean time to recovery (MTTR).
Option A (incident documentation) is valuable but usually a secondary outcome of incident management.
Option C (root cause analysis) is part of post-incident reviews, not the primary function during active response. Option D (automated remediation) may be supported by runbooks but is not the core role of incident management systems.
By centralizing and standardizing incident response, these systems enhance collaboration, reduce confusion, and provide stakeholders with up-to-date information on incident status, which is critical for maintaining trust and operational resilience.
References:- CNCF Platforms Whitepaper- SRE Incident Management Practices- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 19
In the context of Istio, what is the purpose of PeerAuthentication?
- A. Monitoring and logging service communication
- B. Managing network policies for ingress traffic
- C. Defining how traffic is routed between services
- D. Securing service-to-service communication
Answer: D
Explanation:
In Istio, PeerAuthentication is used to configure how workloads authenticate traffic coming from other services in the mesh. Option C is correct because PeerAuthentication primarily secures service-to-service communication using mutual TLS (mTLS), ensuring encryption in transit and verifying the identity of both communicating parties.
Option A (network policies for ingress traffic) relates to Kubernetes NetworkPolicy, not Istio PeerAuthentication. Option B (traffic routing) is handled by Istio's VirtualService and DestinationRule resources. Option D (monitoring/logging) is part of Istio's telemetry features, not PeerAuthentication.
PeerAuthentication policies define whether mTLS is disabled, permissive, or strict, giving platform teams fine-grained control over how services communicate securely. This aligns with zero-trust security models and ensures compliance with organizational policies without requiring application code changes.
References:- CNCF Service Mesh Whitepaper- Istio Security Documentation- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 20
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. Self-service resource provisioning APIs.
- B. A comprehensive platform knowledge center.
- C. Manual infrastructure deployment services.
- D. Centralized logging and monitoring interfaces.
Answer: A
Explanation:
The defining capability of an IDP is enabling self-service so developers can independently access infrastructure and platform resources. Option D is correct because self-service resource provisioning APIs allow developers to provision resources such as namespaces, databases, or environments without relying on manual intervention from the platform team. These APIs embed governance, compliance, and organizational guardrails while giving autonomy to development teams.
Option A (manual deployment services) defeats the purpose of self-service. Option B (knowledge centers) improve documentation but do not provide automation. Option C (logging/monitoring interfaces) are observability tools, not resource provisioning mechanisms.
Self-service APIs empower developers, reduce cognitive load, and minimize bottlenecks. They also align with the platform engineering principle of "treating the platform as a product," where developers are customers, and the platform offers curated golden paths to simplify consumption of infrastructure and services.
References:- CNCF Platforms Whitepaper- CNCF Platform Engineering Maturity Model- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 21
Which of the following is a primary benefit of using Kubernetes Custom Resource Definitions (CRDs) in a self-service platform model?
- A. CRDs enable platform teams to define custom APIs without modifying the Kubernetes API server code.
- B. CRDs eliminate the need for Role-based access control (RBAC) configurations in Kubernetes clusters.
- C. CRDs provide built-in support for multi-cloud deployments without additional tooling.
- D. CRDs automatically manage the scaling and failover of platform services without additional configuration.
Answer: A
Explanation:
Kubernetes Custom Resource Definitions (CRDs) extend the Kubernetes API by allowing platform teams to create and expose custom APIs without modifying the core Kubernetes API server code. Option C is correct because this extensibility enables teams to define new abstractions (e.g., Database, Application, or Environment resources) tailored to organizational needs, which developers can consume through a self- service model.
Option A is incorrect because scaling and failover are handled by controllers or operators, not CRDs themselves. Option B is wrong because RBAC is still required for access control over custom resources.
Option D is misleading because multi-cloud support depends on how CRDs and their controllers are implemented, not a built-in CRD feature.
By leveraging CRDs, platform teams can standardize workflows, hide complexity, and implement guardrails, all while presenting developers with simplified abstractions. This is central to platform engineering, as it empowers developers with self-service APIs while maintaining operational control.
References:- CNCF Platforms Whitepaper- Kubernetes Extensibility Documentation- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 22
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