Workloads & Scheduling

A DevOps team wants to ensure that a critical web application pod runs on a dedicated set of nodes with SSDs. Which Kubernetes feature should they use to achieve this?

A Kubernetes cluster has a deployment with 3 replicas. After a node failure, you notice that only 2 pods are running, and the deployment has not rescheduled the missing pod. What is the most likely cause?

You have a StatefulSet with 5 pods, each requiring a unique stable network identity. The StatefulSet is scaled down from 5 to 3. Which pods will be terminated?

An application requires that a pod runs on a node that has a GPU. The cluster has nodes with and without GPUs labeled as 'gpu=true' and 'gpu=false'. Which scheduling method should be used?

A cluster administrator wants to ensure that no pods are scheduled on the master node(s). Which approach is the best practice?

A pod is stuck in 'Pending' state. The 'kubectl describe pod' output shows the event: '0/4 nodes are available: 3 node(s) had taint {node.kubernetes.io/unreachable: }, and 1 node(s) had taint {node.kubernetes.io/not-ready: }.' What is the most likely reason?

You have a Deployment that runs a batch job. The job should run on a node that has a specific custom resource (e.g., a license dongle). Which approach should you use?

A developer wants to deploy a pod that will run only once to initialize a database schema. Which Kubernetes resource should they use?

Which TWO of the following are valid methods to ensure a pod is scheduled on a node that is part of a specific availability zone? (Assume nodes are labeled with 'failure-domain.beta.kubernetes.io/zone').

Which THREE of the following are characteristics of DaemonSets?

Which TWO of the following are valid reasons to use a StatefulSet instead of a Deployment?

You are managing a Kubernetes cluster that hosts a microservices application. One of the services, 'payment-processor', is critical and must always be available. It has a Deployment with 3 replicas, each requesting 1 CPU and 2Gi memory. Recently, the team added a new service 'data-analyzer' that runs as a DaemonSet on all nodes, consuming significant CPU and memory. After the addition, you notice that 'payment-processor' pods are occasionally being evicted, and new pods are slow to be scheduled. You check node resource usage and find that some nodes are overcommitted. You want to ensure that 'payment-processor' pods are never evicted and are scheduled before less critical workloads. Which action should you take?

Your team is deploying a new application that consists of a web frontend and a backend API. The frontend must be accessible from outside the cluster, and the backend should only be accessible from within the cluster. The cluster has multiple namespaces: 'frontend' and 'backend'. You have been asked to design the deployment. The frontend Deployment should have 5 replicas, and the backend Deployment should have 3 replicas. Additionally, you need to ensure that the frontend pods can communicate with the backend pods using a stable DNS name. You also want to isolate the backend from other namespaces. Which set of resources should you create?

A developer deployed a Pod that is stuck in Pending state. The cluster has one worker node with taint 'node.kubernetes.io/disk-pressure:NoSchedule'. The Pod does not specify any tolerations. What is the most likely cause?

An administrator wants to ensure that a critical Pod always runs on a node that has an SSD. Which approach should be used?

A team observes that a Deployment's Pods are being scheduled on nodes with different architectures (amd64 and arm64). The Deployment does not specify nodeSelector or affinity. The cluster has a mix of node pools. What is the best practice to ensure Pods only run on amd64 nodes?

A Pod with a restartPolicy of 'OnFailure' exits with code 0. What will happen?

A company runs a batch job that processes a queue. The job should run to completion exactly once. Which resource should be used?

A Kubernetes cluster has a node pool with GPU nodes labeled 'accelerator=nvidia-tesla'. A Pod requires a GPU. Which configuration is necessary?

A Deployment has replicas=3 and uses RollingUpdate with maxSurge=1 and maxUnavailable=1. During an update, one new Pod is created, and one old Pod is terminated. What is the total number of Pods during the update?

Which TWO of the following are valid ways to restrict a Pod to run only on nodes with a specific label? (Select 2)

Which THREE of the following are valid considerations when using resource requests and limits? (Select 3)

You are managing a production Kubernetes cluster with 10 worker nodes. A critical application runs as a Deployment with 5 replicas. The application requires low latency inter-Pod communication, so you want to ensure that all replicas are scheduled on the same node to avoid network overhead. You have created a podAntiAffinity rule with requiredDuringSchedulingIgnoredDuringExecution for the app label, but the scheduler only places 1 replica per node, resulting in Pods being distributed across multiple nodes. You need to modify the configuration so that all replicas are placed on a single node, if possible. Which action should you take?

A DevOps team wants to ensure that a critical application Pod is always scheduled on a node that has SSD storage. They have labeled one node with 'disk=ssd'. Which scheduling approach should they use to guarantee this placement?

A Pod is in Pending state for a long time. 'kubectl describe pod' shows the event: '0/3 nodes are available: 3 node(s) had taints that the pod didn't tolerate'. What is the most likely issue?

A cluster administrator wants to ensure that a set of batch processing Pods are preemptible and should not cause disruption to other critical workloads. Which combination of scheduling features should be used?

A user creates a Deployment with replicas=3. Two Pods are running, but the third is stuck in ContainerCreating. 'kubectl describe pod' shows 'Failed to create pod sandbox: rpc error: code = Unknown desc = failed to create containerd task: OCI runtime create failed: container_linux.go:349: starting container process caused: exec: "/app": stat /app: no such file or directory'. What is the most likely cause?

A Pod in a Deployment is CrashLoopBackOff. 'kubectl logs' shows the application exits with code 1 after printing one line. The Pod has a liveness probe that checks an HTTP endpoint. What should be checked first?

Which TWO of the following are valid ways to ensure that a Pod runs on a node that has a GPU? (Choose TWO.)

Which THREE of the following are valid reasons for a Pod to be in Pending state? (Choose THREE.)

You are a platform engineer managing a Kubernetes cluster with 5 worker nodes (node1-node5). The cluster runs a mix of stateless web services and stateful databases. Users report that a critical database Pod (part of a StatefulSet) is frequently evicted during node maintenance. The StatefulSet has a single replica. You need to improve the availability of this database Pod. The current configuration: the Pod has resource requests (2 CPU, 4Gi memory) and limits (4 CPU, 8Gi memory). The cluster uses the default scheduler with no custom policies. Nodes have varying capacities: node1 and node2 have 8 CPU/32Gi memory, node3-node5 have 4 CPU/16Gi memory. During rolling node reboots, the database Pod gets evicted and takes a long time to reschedule because no node has enough resources. What should you do to minimize downtime and ensure the Pod is rescheduled promptly after eviction?

Which TWO of the following statements about Kubernetes DaemonSets are correct?

You are managing a Kubernetes cluster with three worker nodes. A deployment named 'frontend' is configured with 3 replicas. After a node failure, you notice that only 2 pods are running, and the third pod is stuck in 'Pending' state. The remaining nodes have sufficient CPU and memory. You check the deployment events and find no errors. You also verify that the PersistentVolumeClaims (PVCs) used by the deployment are bound. What is the most likely reason the third pod is not scheduled?

You are tasked with ensuring that a critical application runs on a specific node that has dedicated hardware. The node is labeled with 'hw=special'. You want to guarantee that only pods from this application are scheduled on that node, and no other pods can use it. Which scheduling feature should you use?

Which TWO statements about Kubernetes pod lifecycle and scheduling are correct? (Select two.)

Drag and drop the steps to troubleshoot a CrashLoopBackOff pod into the correct order.

Drag and drop the steps to troubleshoot a Node that is in NotReady state into the correct order.

Match each kubectl command to its purpose.

Match each troubleshooting scenario to its likely cause.