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NEW QUESTION # 78
During a CI/CD pipeline setup, at which stage should the Software Bill of Materials (SBOM) be generated to provide most valuable insights into dependencies?
Answer: C
Explanation:
The most effective stage to generate a Software Bill of Materials (SBOM) is during the build process.
Option C is correct because the build phase is when dependencies are resolved and artifacts (e.g., container images, binaries) are created. Generating an SBOM at this point provides a complete, accurate inventory of all included libraries and components, which is critical for vulnerability scanning, license compliance, and supply chain security.
Option A (testing) is too late to capture all dependencies reliably. Option B (before committing code) cannot provide a full SBOM because builds often introduce additional dependencies. Option D (after deployment) delays insights until production, missing the opportunity to detect and remediate issues early.
Integrating SBOM generation into CI/CD pipelines enables shift-left security, ensuring vulnerabilities are detected early and allowing remediation before artifacts reach production. This aligns with CNCF supply chain security practices and platform engineering goals.
References:- CNCF Supply Chain Security Whitepaper- CNCF Platforms Whitepaper- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 79
A development team is struggling to find and connect to various services within a cloud platform. What is the primary benefit of implementing an API-driven service catalog for this team?
Answer: B
Explanation:
An API-driven service catalog provides a centralized and standardized interface where developers can discover and provision platform services. Option A is correct because it simplifies service discovery, allowing teams to connect to databases, messaging systems, and other infrastructure without needing in-depth platform knowledge. This improves productivity and developer experience by reducing cognitive load and ensuring consistent, governed access.
Option B is the opposite of the benefit-catalogs accelerate provisioning. Option C is incorrect because catalogs do not bypass security; they enforce guardrails and compliance. Option D is also incorrect because service catalogs abstract away provisioning details rather than forcing developers to manage them.
By providing golden paths and API-driven self-service, service catalogs ensure developers focus on building applications while platform teams maintain consistency and compliance.
References:- CNCF Platforms Whitepaper- CNCF Platform Engineering Maturity Model- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 80
In a GitOps workflow using Crossplane, how is infrastructure provisioned across multiple clusters?
Answer: B
Explanation:
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
NEW QUESTION # 81
Which of the following strategies should a team prioritize to enhance platform efficiency?
Answer: C
Explanation:
Comprehensive and Detailed Explanation at least 150 to 200 words:
Enhancing platform efficiency requires reducing operational friction and ensuring that updates, patches, and upgrades happen consistently without introducing unnecessary manual effort or delays. According to Cloud Native Platform Engineering practices, automation of the version bump process-whether for libraries, services, or cluster configurations-is a critical strategy for improving both reliability and security. By automating cluster updates, teams can minimize human error, enforce standardized practices, and ensure systems remain aligned with compliance and security benchmarks.
Option A, where each team independently manages platform tools, increases fragmentation and cognitive load, ultimately reducing efficiency. Option B, relying on manual updates, is both error-prone and unsustainable at scale, particularly in environments with multiple clusters or microservices. Option D, holding frequent meetings to discuss minor updates, wastes engineering cycles without delivering the tangible improvements that automation can achieve.
Automating updates is a direct application of Infrastructure as Code and GitOps principles, enabling declarative management, reproducibility, and consistent rollout strategies. Additionally, automation supports zero-downtime upgrades, aligns with cloud native resilience patterns, and improves developer experience by abstracting away operational complexity. Thus, option C represents the most effective strategy for enhancing platform efficiency.
References:- CNCF Platforms Whitepaper (Platform Engineering)- CNCF GitOps Principles for Platforms- Cloud Native Platform Engineering Study Guide
NEW QUESTION # 82
In the context of Istio, what is the purpose of PeerAuthentication?
Answer: C
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 # 83
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