素晴らしいCNPA資格問題対応一回合格-有難いCNPA試験問題集

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CNPA試験の準備方法｜信頼的なCNPA資格問題対応試験｜素晴らしいCertified Cloud Native Platform Engineering Associate試験問題集

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Linux Foundation Certified Cloud Native Platform Engineering Associate 認定 CNPA 試験問題 (Q78-Q83):

質問 # 78
What is the primary advantage of using a declarative approach to Infrastructure as Code (IaC) over an imperative approach?

正解：C

解説：
Declarative Infrastructure as Code (IaC) is a key principle in cloud native environments because it enables platform teams to define the desired state of infrastructure rather than step-by-step procedures. Option A is correct since declarative IaC focuses on describing the "what" (e.g., the infrastructure resources needed) rather than the "how" to create them. Tools such as Terraform, Pulumi (in declarative mode), and Kubernetes manifests embody this model.
Option B is incorrect; declarative IaC is particularly well-suited for dynamic environments due to reconciliation loops. Option C is misleading-imperative methods typically provide more granular control, but declarative abstracts it for simplicity. Option D is false; declarative IaC usually reduces coding effort by relying on higher-level abstractions.
This model allows for consistent, reproducible environments, simplifies management, and integrates naturally with GitOps workflows. It reduces human error and ensures the platform continuously enforces the desired infrastructure state.
References:- CNCF GitOps Principles- Kubernetes Declarative Management Model- Cloud Native Platform Engineering Study Guide


質問 # 79
Which approach is effective for scalable Kubernetes infrastructure provisioning?

正解：A

解説：
The most effective approach for scalable Kubernetes infrastructure provisioning is Crossplane compositions.
Option D is correct because compositions let platform teams define custom CRDs (Composite Resources) that abstract infrastructure details while embedding organizational policies and guardrails. Developers then consume these abstractions through simple Kubernetes-native APIs, enabling self-service at scale.
Option A (Helm with values.yaml) is useful for application deployment but not for scalable infrastructure provisioning across multiple clouds. Option B (imperative scripts) lacks scalability, repeatability, and governance. Option C (static YAML with kubectl apply) is manual and not suited for dynamic, multi-team environments.
Crossplane compositions allow platform teams to curate golden paths while giving developers autonomy. This reduces complexity, ensures compliance, and supports multi-cloud provisioning-all key aspects of platform engineering.
References:- CNCF Crossplane Project Documentation- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide


質問 # 80
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：B

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 # 81
In the context of platform engineering and the effective delivery of platform software, which of the following statements describes the role of CI/CD pipelines in relation to Software Bill of Materials (SBOM) and security scanning?

正解：A

解説：
Modern platform engineering requires security and compliance to be integral parts of the delivery process, not afterthoughts. CI/CD pipelines are the foundation for delivering platform software rapidly and reliably, and integrating SBOM generation and automated vulnerability scanning directly within pipelines ensures that risks are identified early in the lifecycle.
Option B is correct because it reflects recommended practices from cloud native platform engineering standards: SBOMs provide a transparent inventory of all software components, including dependencies, which is crucial for vulnerability management, license compliance, and supply chain security. By automating these steps in CI/CD, teams can maintain both velocity and security without manual overhead.
Option A downplays the relevance of SBOMs for platform software, which is inaccurate because platform components (like Kubernetes operators, ingress controllers, or logging agents) are equally susceptible to vulnerabilities. Option C dismisses automation in favor of periodic audits, which contradicts the shift-left security principle. Option D misunderstands CI/CD's purpose: security must be integrated, not separated.
References:- CNCF Supply Chain Security Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide


質問 # 82
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：A

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 # 83
......

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CNPA試験問題集: https://www.goshiken.com/Linux-Foundation/CNPA-mondaishu.html

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更新するCNPA資格問題対応と一番優秀なCNPA試験問題集

困難なテストを通過するためにCNPAガイドトレントを選択するのは素晴らしい素晴らしいアイデアです、お支払い後1年間で、Certified Cloud Native Platform Engineering Associate試験トレーニング資料が更新すれば、最新のCertified Cloud Native Platform Engineering Associate試験トレーニング資料をお送りします。

弊社の社員はできるだけ速くあなたの質問を答えます。

P.S.GoShikenがGoogle Driveで共有している無料の2026 Linux Foundation CNPAダンプ：https://drive.google.com/open?id=1XedCpNuktEVnYT7pKgcpWFBA8Mu3z3Z8

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