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| Section | Weight | Objectives |
|---|
| Kubernetes Fundamentals | 46% | - Kubernetes Core Concepts
- 1. API resources and objects
- 2. Cluster architecture and components
- 3. Pods, Controllers, Services
- Scheduling and Administration
- 1. Scheduler concepts
- 2. Basic kubectl operations
- Containerization Basics
- 1. Images and registries
- 2. Containers vs VMs
|
| Cloud Native Application Delivery | 8% | - Delivery Models
- 1. GitOps principles
- 2. CI/CD pipelines
- Deployment Strategies
- 1. Rolling updates, canary releases
- 2. Application lifecycle management
|
| Cloud Native Observability | 8% | - Logging & Tracing
- 1. Distributed tracing basics
- 2. Centralized logging
- Monitoring & Metrics
- 1. Tools and standards
- 2. Core observability signals
|
| Container Orchestration | 22% | - Security & Troubleshooting
- 1. Security fundamentals
- 2. Basic troubleshooting methods
- Orchestration Principles
- 1. Runtime environments
- 2. Why orchestration matters
- Networking & Storage
- 1. Persistent storage concepts
- 2. Cluster networking model
|
| Cloud Native Architecture | 16% | - Ecosystem & Landscape
- 1. Serverless, service mesh concepts
- 2. CNCF projects overview
- Cloud Native Principles
- 1. 12-factor applications
- 2. Microservices design
|
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Linux Foundation Kubernetes and Cloud Native Associate Sample Questions (Q225-Q230):
NEW QUESTION # 225
A Kubernetes Pod is returning a CrashLoopBackOff status. What is the most likely reason for this behavior?
- A. The container's image is missing or cannot be pulled.
- B. There are insufficient resources allocated for the Pod.
- C. The application inside the container crashed after starting.
- D. The Pod is unable to communicate with the Kubernetes API server.
Answer: C
Explanation:
CrashLoopBackOff occurs when a container starts successfully but then terminates due to the application crashing or exiting unexpectedly, causing Kubernetes to repeatedly restart the container with increasing backoff delays.
NEW QUESTION # 226
What is OPA?
- A. Offline Policy Accessor
- B. Open Policy Agent
- C. Open Permission Agent
- D. Online Policy Audit
Answer: B
Explanation:
https://www.cncf.io/projects/open-policy-agent-opa/

NEW QUESTION # 227
What Kubernetes component handles network communications inside and outside of a cluster, using operating system packet filtering if available?
- A. kubelet
- B. kube-proxy
- C. etcd
- D. kube-controller-manager
Answer: B
Explanation:
kube-proxy is the Kubernetes component responsible for implementing Service networking on nodes, commonly by programming operating system packet filtering / forwarding rules (like iptables or IPVS), which makes A correct.
Kubernetes Services provide stable virtual IPs and ports that route traffic to a dynamic set of Pod endpoints. kube-proxy watches the API server for Service and EndpointSlice/Endpoints updates and then configures the node's networking so that traffic to a Service is correctly forwarded to one of the backend Pods. In iptables mode, kube-proxy installs NAT and forwarding rules; in IPVS mode, it programs kernel load-balancing tables. In both cases, it leverages OS-level packet handling to efficiently steer traffic. This is the "packet filtering if available" concept referenced in the question.
kube-proxy's work affects both "inside" and "outside" paths in typical setups. Internal cluster clients reach Services via ClusterIP and DNS, and kube-proxy rules forward that traffic to Pods. For external traffic, paths often involve NodePort or LoadBalancer Services or Ingress controllers that ultimately forward into Services/Pods-again relying on node-level service rules. While some modern CNI/eBPF dataplanes can replace or bypass kube-proxy, the classic Kubernetes architecture still defines kube-proxy as the component implementing Service connectivity.
The other options are not networking dataplane components: kubelet runs Pods and reports status; etcd stores cluster state; kube-controller-manager runs control loops for API objects. None of these handle node-level packet routing for Services. Therefore, the correct verified answer is A: kube-proxy.
NEW QUESTION # 228
Which Prometheus metric represents a single value that can go up and down?
- A. Summary
- B. Gauge
- C. Counter
- D. Histogram
Answer: B
Explanation:
In Prometheus, a Gauge is the metric type used to represent a value that can increase and decrease over time, so B is correct. Gauges are suited for "current state" measurements such as current memory usage, number of active sessions, queue depth, temperature, or CPU usage-anything that can move up and down as the system changes.
This contrasts with a Counter (A), which is monotonically increasing (it only goes up, except when a process restarts and the counter resets to zero). Counters are ideal for totals like total HTTP requests served, total errors, or bytes sent, and you typically use rate()/irate() in PromQL to convert counters into per-second rates.
A Summary (C) and Histogram (D) are used for distributions, commonly request latency. Histograms record observations into buckets and can produce percentiles using functions like histogram_quantile(). Summaries compute quantiles on the client side and expose them directly, along with counts and sums. Neither of these is the simplest "single value that goes up and down" type.
In Kubernetes observability, Prometheus is often used to scrape metrics from cluster components (API server, kubelet) and applications. Choosing the right metric type matters operationally: use gauges for instantaneous measurements, counters for event totals, and histograms/summaries for latency distributions. That's why Prometheus documentation and best practices emphasize understanding metric semantics-because misusing types leads to incorrect alerts and dashboards.
So for a single numeric value that can go up and down, the correct metric type is Gauge, option B.
NEW QUESTION # 229
In a Kubernetes cluster, which scenario best illustrates the use case for a StatefulSet?
- A. A service that routes traffic to various microservices in the cluster.
- B. A background job that runs periodically and does not maintain state.
- C. A database that requires persistent storage and stable network identities.
- D. A web application that requires multiple replicas for load balancing.
Answer: C
Explanation:
StatefulSets are designed for stateful workloads such as databases that require stable pod identities, predictable naming, and persistent storage that is retained across restarts and rescheduling.
NEW QUESTION # 230
......
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