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| Section | Objectives |
|---|
| Topic 1: Kubernetes Fundamentals | - Core Kubernetes concepts
- 1. Pods, nodes, and control plane basics
- 2. Cluster architecture overview
|
| Topic 2: Cloud Native Architecture | - Microservices and distributed systems
- 1. Service discovery and API gateways
- 2. Scalability and resilience patterns
|
| Topic 3: Cloud Native Observability | - Monitoring and logging
- 1. Metrics, logs, and tracing concepts
- 2. Observability tools overview
|
| Topic 4: Cloud Native Application Delivery | - CI/CD and deployment strategies
- 1. GitOps concepts
- 2. Release strategies (blue/green, canary)
|
| Topic 5: Cloud Security and Governance | - Security fundamentals in cloud native systems
- 1. Basic Kubernetes security principles
- 2. Identity and access concepts
|
| Topic 6: Container Orchestration | - Container lifecycle and scheduling
- 1. Container runtimes
- 2. Workload management concepts
|
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Linux Foundation Kubernetes and Cloud Native Associate Sample Questions (Q78-Q83):
NEW QUESTION # 78
Which statement best explains the Container Storage Interface (CSI) concept in Kubernetes?
- A. CSI is a framework inside Kubernetes that automatically provisions local node storage without requiring external storage plugins.
- B. CSI is a networking interface that manages container-to-container communication across nodes.
- C. CSI is a standard API specification that allows Kubernetes (and other orchestrators) to use different storage systems via plugins.
- D. CSI is a Kubernetes-only API that provides built-in storage drivers for Pods to access persistent volumes.
Answer: C
Explanation:
The Container Storage Interface defines a standard API that enables Kubernetes and other orchestration systems to integrate with various storage providers through external plugins, allowing flexible and vendor-independent storage management.
NEW QUESTION # 79
What is the primary purpose of an Ingress resource in Kubernetes?
- A. To store configuration data used by applications.
- B. To manage persistent volumes for application data.
- C. To expose internal services to external web traffic.
- D. To monitor the health status of application Pods.
Answer: C
Explanation:
An Ingress resource defines rules for routing external HTTP/HTTPS traffic into the cluster, allowing internal Services to be accessed from outside through a single entry point.
NEW QUESTION # 80
What is the goal of load balancing?
- A. To move and reschedule application instances across nodes in the cluster for efficiency.
- B. To automatically measure and compare request performance across instances of an application.
- C. To distribute traffic between different application versions as part of a deployment strategy.
- D. To distribute requests evenly across instances of an application to improve availability and reliability.
Answer: D
Explanation:
The goal of load balancing is to distribute incoming requests evenly across multiple instances of an application, improving availability, reliability, and overall system performance by avoiding overload on any single instance.
NEW QUESTION # 81
How does Horizontal Pod autoscaling work in Kubernetes?
- A. The Horizontal Pod Autoscaler controller adds more CPU or memory to the pods when the load is above the configured threshold, and reduces CPU or memory when the load is below.
- B. The Horizontal Pod Autoscaler controller adds more pods to the specified DaemonSet when the load is above the configured threshold, and reduces the number of pods when the load is below.
- C. The Horizontal Pod Autoscaler controller adds more pods when the load is above the configured threshold, and reduces the number of pods when the load is below.
- D. The Horizontal Pod Autoscaler controller adds more pods when the load is above the configured threshold, but does not reduce the number of pods when the load is below.
Answer: C
Explanation:
Horizontal Pod Autoscaling (HPA) adjusts the number of Pod replicas for a workload controller (most commonly a Deployment) based on observed metrics, increasing replicas when load is high and decreasing when load drops. That matches D, so D is correct.
HPA does not add CPU or memory to existing Pods-that would be vertical scaling (VPA). Instead, HPA changes spec.replicas on the target resource, and the controller then creates or removes Pods accordingly. HPA commonly scales based on CPU utilization and memory (resource metrics), and it can also scale using custom or external metrics if those are exposed via the appropriate Kubernetes metrics APIs.
Option A is vertical scaling behavior, not HPA. Option B is incorrect because HPA can scale down as well as up (subject to stabilization windows and configuration), so it's not "scale up only." Option C is incorrect because HPA does not scale DaemonSets in the usual model; DaemonSets are designed to run one Pod per node (or per selected nodes) rather than a replica count. HPA targets resources like Deployments, ReplicaSets (via Deployment), and StatefulSets in typical usage, where replica count is a meaningful knob.
Operationally, HPA works as a control loop: it periodically reads metrics (for example, via metrics-server for CPU/memory, or via adapters for custom metrics), compares the current value to the desired target, and calculates a desired replica count within min/max bounds. To avoid flapping, HPA includes stabilization behavior and cooldown logic so it doesn't scale too aggressively in response to short spikes or dips. You can configure minimum and maximum replicas and behavior policies to tune responsiveness.
In cloud-native systems, HPA is a key elasticity mechanism: it enables services to handle variable traffic while controlling cost by scaling down during low demand. Therefore, the verified correct answer is D.
NEW QUESTION # 82
You have a Kubernetes cluster with two worker nodes. One node has 8 CPU cores and 16GB RAM, while the other has 4 CPU cores and 8GB RAM. You deploy a pod with resource requests of 2 CPU cores and 4GB RAM. Where is this pod most likely to be scheduled?
- A. Either node, as Kubernetes will randomly choose.
- B. The node with the highest available memory capacity.
- C. The node with the highest available CPU capacity.
- D. The node with 8 CPU cores and 16GB RAM.
- E. The node with 4 CPU cores and 8GB RAM.
Answer: D
Explanation:
Kubernetes will try to schedule pods on nodes that have enough resources to meet the pod's requests. In this case, both nodes have enough resources, but the node with 8 CPU cores and 16GB RAM has more available resources, making it the more likely candidate for the pod to be scheduled on.
NEW QUESTION # 83
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