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Linux Foundation Certified Cloud Native Platform Engineering Associate 認定 CNPA 試験問題 (Q86-Q91):
質問 # 86
A platform team wants to let developers provision cloud services like S3 buckets and databases using Kubernetes-native APIs, without exposing cloud-specific details. Which tool is best suited for this?
正解:D
解説:
Crossplane is the CNCF project designed to extend Kubernetes with the ability to provision and manage cloud resources via Kubernetes-native APIs. Option B is correct because Crossplane lets developers use familiar Kubernetes manifests to request resources like S3 buckets, databases, or VPCs while abstracting provider-specific implementation details. Platform teams can define compositions and abstractions, providing developers with golden paths that include organizational guardrails.
Option A (Cluster API) is focused on provisioning Kubernetes clusters themselves, not cloud services. Option C (Helm) manages Kubernetes application deployments but does not provision external infrastructure. Option D (OpenTofu) is a Terraform fork that provides IaC but is not Kubernetes-native.
By leveraging Crossplane, platform teams achieve infrastructure as data and full GitOps integration, empowering developers to provision services declaratively while ensuring governance and compliance.
References:- CNCF Crossplane Project Documentation- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide
質問 # 87
Which of the following statements describes the fundamental relationship between Continuous Integration (CI) and Continuous Delivery (CD) in modern software development?
正解:D
解説:
Continuous Integration (CI) and Continuous Delivery (CD) are complementary practices. Option A is correct:
CI is a prerequisite for CD. CI focuses on automating code integration by building, testing, and validating changes, ensuring code quality and early detection of defects. CD builds upon CI by automating the process of releasing validated builds into staging and production environments, making delivery repeatable and reliable.
Option B incorrectly treats them as entirely separate. Option C reverses the relationship, as CD cannot exist without CI pipelines. Option D is inaccurate because CI and CD are not interchangeable-they represent distinct stages in the software delivery lifecycle.
Together, CI/CD accelerates software delivery, reduces risk, and improves quality. In platform engineering, CI
/CD pipelines are critical enablers of developer productivity and efficient operations.
References:- CNCF Platforms Whitepaper- Continuous Delivery Foundation Guidance- Cloud Native Platform Engineering Study Guide
質問 # 88
A team wants to deploy a new feature to production for internal users only and be able to instantly disable it if problems occur, without redeploying code. Which strategy is most suitable?
正解:C
解説:
Feature flags are the most effective way to control feature exposure to specific users, such as internal testers, while enabling fast rollback without redeployment. Option B is correct because feature flags allow teams to decouple deployment from release, giving precise runtime control over feature availability. This means that once the code is deployed, the team can toggle the feature on or off for different cohorts (e.g., internal users) dynamically.
Option A (blue/green deployment) controls traffic between two environments but does not provide user-level granularity. Option C (canary deployments) gradually expose changes but focus on random subsets of users rather than targeted groups such as internal employees. Option D requires redeployment or rollback, which introduces risk and slows down incident response.
Feature flags are widely recognized in platform engineering as a core continuous delivery practice that improves safety, accelerates experimentation, and enhances resilience by enabling immediate mitigation of issues.
References:- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide- Continuous Delivery Foundation Guidance
質問 # 89
In a cloud native environment, which factor most critically influences the need for customized CI pipeline configurations across different application types?
正解:D
解説:
The biggest driver for customizing CI pipeline configurations across application types is technical differences between programming languages, frameworks, and artifact formats. Option B is correct because applications written in Java, Python, Go, or Node.js require different build tools (e.g., Maven, pip, go build, npm), testing frameworks, and packaging mechanisms. These differences must be reflected in the CI pipeline to ensure successful builds, tests, and artifact generation.
Option A (priority-based pipelines) is more of an organizational practice, not a technical necessity. Option C (team sizes and expertise) may influence usability but does not drive pipeline configuration. Option D (visual distinction) relates to dashboards and observability, not pipeline functionality.
Platform engineers often provide pipeline templates or abstractions that encapsulate these differences while standardizing security and compliance checks. This balances customization with consistency, enabling developers to use pipelines suited to their technology stack without fragmenting governance.
References:- CNCF Platforms Whitepaper- Continuous Delivery Foundation Guidance- Cloud Native Platform Engineering Study Guide
質問 # 90
In a GitOps workflow using Crossplane, how is infrastructure provisioned across multiple clusters?
正解:C
解説:
Crossplane integrates tightly with GitOps workflows by extending Kubernetes with infrastructure APIs.
Option B is correct because infrastructure resources (databases, networks, S3 buckets, etc.) are defined declaratively in Git repositories. Git becomes the single source of truth, while Crossplane controllers automatically reconcile the desired state into real infrastructure across supported cloud providers.
Option A reflects imperative scripting, which contradicts GitOps principles. Option C (manual provisioning) lacks automation, governance, and repeatability. Option D involves manual application with kubectl, which bypasses GitOps reconciliation loops.
With Crossplane and GitOps, teams achieve consistent, reproducible, and auditable infrastructure provisioning at scale. This enables full alignment with cloud native platform engineering principles of declarative management, self-service, and extensibility.
References:- CNCF Crossplane Documentation- CNCF GitOps Principles- Cloud Native Platform Engineering Study Guide
質問 # 91
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受験者の多くは、CNPA試験問題のソフトバージョンが好きです。 CNPAガイドトレントのソフトウェアは、さまざまな自己学習および自己評価機能を強化して、学習の結果を確認します。このLinux Foundationソフトウェアは、学習者が脆弱なリンクを見つけて対処するのに役立ちます。 CNPA試験問題は、タイミング機能と試験を刺激する機能を高めます。当社の製品はタイマーを設定して試験を刺激し、速度を調整してアラートを維持します。そのため、CNPA試験問題を購入する価値があります。
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その町名のところに、たしかに松蔵という男が、かつて存在はした、ってだからCNPAなんだよ、関係ないし、サービスをさまざまな個人に合わせて調整し、わずか20〜30時間の練習とトレーニングの後、目的の試験に参加できるようにします。
更新するCNPA受験準備 & 合格スムーズCNPA試験内容 | 正確的なCNPA資格問題対応
CNPAの最新の質問の品質は高いです、あなたがずっとほしいものを手に入れることができますから、問題集の合格率は99%で100%試験で合格するのに役立ちます、全世界のお客様からいい評価をもらいました。
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