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Linux Foundation CNPA 시험요강:

주제	소개
주제 1	Continuous Delivery & Platform Engineering: This section measures the skills of Supplier Management Consultants and focuses on continuous integration pipelines, the fundamentals of the CI CD relationship, and GitOps basics. It also includes knowledge of workflows, incident response in platform engineering, and applying GitOps for application environments.
주제 2	Platform Observability, Security, and Conformance: This part of the exam evaluates Procurement Specialists on key aspects of observability and security. It includes working with traces, metrics, logs, and events while ensuring secure service communication. Policy engines, Kubernetes security essentials, and protection in CI CD pipelines are also assessed here.
주제 3	IDPs and Developer Experience: This section of the exam measures the skills of Supplier Management Consultants and focuses on improving developer experience. It covers simplified access to platform capabilities, API-driven service catalogs, developer portals for platform adoption, and the role of AI ML in platform automation.
주제 4	Platform Engineering Core Fundamentals: This section of the exam measures the skills of Supplier Management Consultants and covers essential foundations such as declarative resource management, DevOps practices, application environments, platform architecture, and the core goals of platform engineering. It also includes continuous integration fundamentals, delivery approaches, and GitOps principles.
주제 5	Platform APIs and Provisioning Infrastructure: This part of the exam evaluates Procurement Specialists on the use of Kubernetes reconciliation loops, APIs for self-service platforms, and infrastructure provisioning with Kubernetes. It also assesses knowledge of the Kubernetes operator pattern for integration and platform scalability.

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시험대비 CNPA완벽한 시험공부자료 덤프 최신 데모

많은 분들이 고난의도인 Linux Foundation관련인증시험을 응시하고 싶어 하는데 이런 시험은 많은 전문적인 관련지식이 필요합니다. 시험은 당연히 완전히 전문적인 CNPA관련지식을 터득하자만이 패스할 가능성이 높습니다. 하지만 지금은 많은 방법들로 여러분의 부족한 면을 보충해드릴 수 있으며 또 힘든 Linux Foundation시험도 패스하실 수 있습니다. 혹은 여러분은 전문적인 Certified Cloud Native Platform Engineering Associate관련지식을 터득하자들보다 더 간단히 더 빨리 시험을 패스하실 수 있습니다.

최신 Cloud and Containers CNPA 무료샘플문제 (Q51-Q56):

질문 # 51
In a software deployment pipeline, what is a common purpose of having different environments like production, staging, and development?

A. Lets developers work together on the same codebase more effectively.
B. Supports testing features against different datasets without impacting live users.
C. Helps streamline deployments by limiting testing to staging environments only.
D. Allows teams to isolate changes and catch issues before reaching production.

정답：D

설명：
The primary purpose of multiple environments in software delivery pipelines is to isolate changes and test them before they reach production. Option A is correct because development, staging, and production environments provide controlled phases where teams can validate functionality, integration, performance, and security without impacting end users.
Option B (team collaboration) is facilitated by source control and workflows, not environment separation.
Option C (testing only in staging) is a risky practice and not recommended. Option D is a partial benefit- testing with different datasets helps-but the broader purpose is risk isolation.
By maintaining environment separation, organizations reduce the likelihood of bugs or misconfigurations reaching production. This practice aligns with DevOps and platform engineering principles, ensuring safer, more reliable continuous delivery.
References:- CNCF Platforms Whitepaper- Continuous Delivery Foundation Best Practices- Cloud Native Platform Engineering Study Guide

질문 # 52
In a CI/CD pipeline, why is a build artifact (e.g., a Docker image) pushed to an OCI-compliant registry?

A. To enable the registry service to execute automated tests on the uploaded container image.
B. To allow the container image to be analyzed and transformed back into source code.
C. To publish versioned artifacts that can be tracked and used to inform users of new releases.
D. To store the image in a central registry so deployment environments can pull it for release.

정답：D

설명：
In cloud native CI/CD workflows, build artifacts such as Docker/OCI images are pushed to a central container registry to ensure consistent, reproducible deployments. Option A is correct because registries serve as a single source of truth where immutable artifacts are stored, versioned, and distributed across environments.
Deployment systems like Kubernetes pull images from these registries, ensuring that the same tested artifact is deployed in staging and production.
Option B is incorrect because images cannot be directly transformed back into source code. Option C partially describes benefits (version tracking) but misses the primary function of deployment consistency. Option D is misleading-registries typically don't run automated tests; CI/CD pipelines do that before pushing the image.
By using OCI-compliant registries, organizations gain portability, interoperability, and compliance with supply chain security practices such as image signing and SBOM attestation. This ensures traceability, reliability, and secure distribution of artifacts across the platform.
References:- CNCF Supply Chain Security Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide

질문 # 53
Which of the following best describes the primary function of an incident management system during a platform outage?

A. Automatically execute predefined remediation scripts on the affected systems to resolve the incident without human intervention.
B. Centralize alerts, facilitate notification to the appropriate on-call personnel, coordinate communication, and provide visibility into the incident status.
C. Automatically generate detailed incident documentation, including the timeline and actions taken by the response team.
D. Retroactively analyze system logs and metrics after the incident resolution to identify the root cause.

정답：B

설명：
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

질문 # 54
Which of the following best represents an effective golden path implementation in platform engineering?

A. An API service catalog providing comprehensive details about available infrastructure components and their consumption patterns.
B. A monitoring dashboard system that displays the operational health metrics and alerting thresholds for all platform services.
C. A templated workflow that guides developers through deploying a complete microservice with integrated testing and monitoring.
D. A central documentation repository listing available database services with their configuration parameters.

정답：C

설명：
A golden path in platform engineering refers to a curated, opinionated workflow that makes the easiest way the right way for developers. Option C is correct because a templated workflow for deploying a microservice with integrated testing and monitoring embodies the golden path concept. It provides developers with a pre-validated, secure, and efficient approach that reduces cognitive load and accelerates delivery.
Option A (documentation) provides information but lacks automation and enforced best practices. Option B (monitoring dashboards) improves observability but does not guide developers in delivery workflows. Option D (API service catalog) is useful but more about service discovery than curated workflows.
Golden paths improve adoption by embedding guardrails, automation, and organizational standards directly into workflows, making compliance seamless. They ensure consistency while allowing developers to focus on innovation rather than platform complexity.
References:- CNCF Platforms Whitepaper- Team Topologies & Platform Engineering Practices- Cloud Native Platform Engineering Study Guide

질문 # 55
Development teams frequently raise support tickets for short-term access to staging clusters, creating a growing burden on the platform team. What's the best long-term solution to balance control, efficiency, and developer experience?

A. Provide pre-approved kubeconfigs to trusted developers so they can access staging clusters without platform intervention.
B. Set up scheduled access windows and batch all requests into specific time slots managed by the platform team.
C. Use GitOps to manage RBAC roles and allow teams to request access via pull requests with automatic approval for non-sensitive environments.
D. Dedicate one Cloud Native Platform Engineer to triage and fulfill all access requests to maintain fast turnaround times.

정답：C

설명：
The most sustainable solution for managing developer access while balancing governance and self-service is to adopt GitOps-based RBAC management. Option A is correct because it leverages Git as the source of truth for access permissions, allowing developers to request access through pull requests. For non-sensitive environments such as staging, approvals can be automated, ensuring efficiency while still maintaining auditability. This approach aligns with platform engineering principles of self-service, automation, and compliance.
Option B places the burden entirely on one engineer, which does not scale. Option C introduces bottlenecks, delays, and reduces developer experience. Option D bypasses governance and auditability, potentially creating security risks.
GitOps for RBAC not only improves developer experience but also ensures all changes are versioned, reviewed, and auditable. This model supports compliance while reducing manual intervention from the platform team, thus enhancing efficiency.
References:- CNCF GitOps Principles- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide

질문 # 56
......

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