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Free PDF Marvelous CNPA - Certified Cloud Native Platform Engineering Associate Valid Braindumps Questions

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Linux Foundation Certified Cloud Native Platform Engineering Associate Sample Questions (Q48-Q53):

NEW QUESTION # 48
In a GitOps workflow, what is a secure and efficient method for managing secrets within a Git repository?

A. Store secrets in plain text within the repository.
B. Encrypt secrets and store them directly in the repository.
C. Use a secrets management tool and store references in the repository.
D. Use environment variables to manage secrets outside the repository.

Answer: C

Explanation:
The secure and efficient way to handle secrets in a GitOps workflow is to use a dedicated secrets management tool (e.g., HashiCorp Vault, Sealed Secrets, or External Secrets Operator) and store only references or encrypted placeholders in the Git repository. Option B is correct because Git should remain the source of truth for configuration, but sensitive values should be abstracted or encrypted to maintain security.
Option A (environment variables) can supplement secret management but lacks versioning and auditability when used alone. Option C (encrypting secrets in Git) can work with tools like Mozilla SOPS, but it still requires external key management, making Option B a more complete and secure approach. Option D (plain text secrets) is highly insecure and should never be used.
By integrating secrets managers into GitOps workflows, teams achieve both security and automation, ensuring secrets are delivered securely during reconciliation without exposing sensitive data in Git.
References:- CNCF GitOps Principles- CNCF Supply Chain Security Whitepaper- Cloud Native Platform Engineering Study Guide

NEW QUESTION # 49
What does the latest tag usually represent in a container image registry?

A. A signed image that has passed all security validations.
B. A system-generated version number based on Git history.
C. The only image tag that can be deployed to production systems.
D. The most recently built image unless otherwise specified.

Answer: D

Explanation:
In most container registries, the latest tag is simply an alias pointing to whichever image was most recently built and pushed, unless explicitly overridden. Option A is correct because the latest tag does not carry any semantic guarantee beyond being the most recently tagged version.
Option B is incorrect-latest does not imply security validation or attestation. Option C is false because production systems should not rely on latest; instead, immutable, versioned tags or digests should be used for reproducibility. Option D is misleading, as latest is not tied to Git history but rather to tag assignment during the build/push process.
While convenient for testing or local development, relying on latest in production pipelines is discouraged.
Platform engineering best practices emphasize explicit versioning and image immutability to ensure consistency, reproducibility, and traceability. Using signed images with SBOM attestation is recommended for security and compliance, while latest should only be used in controlled, non-production workflows.
References:- CNCF Supply Chain Security Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide

NEW QUESTION # 50
As a Cloud Native Platform Associate, you need to implement an observability strategy for your Kubernetes clusters. Which of the following tools is most commonly used for collecting and monitoring metrics in cloud native environments?

A. ELK Stack
B. Grafana
C. OpenTelemetry
D. Prometheus

Answer: D

Explanation:
Prometheus is the de facto standard for collecting and monitoring metrics in Kubernetes and other cloud native environments. Option D is correct because Prometheus is a CNCF graduated project designed for multi- dimensional data collection, time-series storage, and powerful querying using PromQL. It integrates seamlessly with Kubernetes, automatically discovering targets such as Pods and Services through service discovery.
Option A (Grafana) is widely used for visualization but relies on Prometheus or other data sources to collect metrics. Option B (ELK Stack) is better suited for log aggregation rather than real-time metrics. Option C (OpenTelemetry) provides standardized instrumentation but is focused on generating and exporting metrics, logs, and traces rather than storage, querying, and alerting.
Prometheus plays a central role in platform observability strategies, often paired with Alertmanager for notifications and Grafana for dashboards. Together, they enable proactive monitoring, SLO/SLI measurement, and incident detection, making Prometheus indispensable in cloud native platform engineering.
References:- CNCF Observability Whitepaper- Prometheus CNCF Project Documentation- Cloud Native Platform Engineering Study Guide

NEW QUESTION # 51
Which IaC approach ensures Kubernetes infrastructure maintains its desired state automatically?

A. Hybrid
B. Imperative
C. Declarative
D. Manual

Answer: C

Explanation:
The declarative approach to Infrastructure as Code (IaC) is the foundation of Kubernetes and GitOps practices. Option A is correct because declarative IaC defines the desired state of the infrastructure (e.g., Kubernetes YAML manifests) and relies on controllers or reconciliation loops to ensure the actual state matches the declared one. This allows for automation, consistency, and drift correction without manual intervention.
Option B (imperative) requires explicit step-by-step instructions, which are not automatically enforced after execution. Option C (hybrid) can combine both methods but does not guarantee reconciliation. Option D (manual) is error-prone and eliminates the benefits of IaC entirely.
Declarative IaC reduces cognitive load, improves reproducibility, and ensures compliance through automated drift detection and reconciliation, which are essential in platform engineering for multi-cluster and multi-team environments.
References:- CNCF GitOps Principles- Kubernetes Declarative Model- Cloud Native Platform Engineering Study Guide

NEW QUESTION # 52
A cloud native application needs to establish secure communication between its microservices. Which mechanism is essential for implementing security in service-to-service communications?

A. Service Mesh
B. mTLS (Mutual TLS)
C. API Gateway
D. Load Balancer

Answer: B

Explanation:
Mutual TLS (mTLS) is the core mechanism for securing service-to-service communication in cloud native environments. Option B is correct because mTLS provides encryption in transit and mutual authentication, ensuring both the client and server verify each other's identity. This prevents unauthorized access, man-in-the- middle attacks, and data leakage.
Option A (API Gateway) manages ingress traffic from external clients but does not secure internal service-to- service communication. Option C (Service Mesh) is a broader infrastructure layer (e.g., Istio, Linkerd) that implements mTLS, but mTLS itself is the mechanism that enforces secure communications. Option D (Load Balancer) distributes traffic but does not handle encryption or authentication.
mTLS is foundational to zero-trust networking inside Kubernetes clusters. Service meshes typically provide automated certificate management and policy enforcement, ensuring seamless adoption of mTLS without requiring developers to modify application code.
References:- CNCF Service Mesh Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide

NEW QUESTION # 53
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