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    <title>DEV Community: Anand k</title>
    <description>The latest articles on DEV Community by Anand k (@alpha-anand).</description>
    <link>https://dev.to/alpha-anand</link>
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      <title>DEV Community: Anand k</title>
      <link>https://dev.to/alpha-anand</link>
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    <item>
      <title>Kubernetes Troubleshooting Guide: Real-Time Scenarios &amp; Solutions</title>
      <dc:creator>Anand k</dc:creator>
      <pubDate>Tue, 24 Mar 2026 06:59:17 +0000</pubDate>
      <link>https://dev.to/alpha-anand/kubernetes-troubleshooting-guide-real-time-scenarios-solutions-lok</link>
      <guid>https://dev.to/alpha-anand/kubernetes-troubleshooting-guide-real-time-scenarios-solutions-lok</guid>
      <description>&lt;p&gt;Kubernetes is powerful, but with that power comes complexity. In real-world DevOps environments, issues like pod failures, scheduling problems, and resource mismanagement are common. Understanding how to troubleshoot these effectively is what separates a beginner from a skilled DevOps engineer.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;ImagePullBackOff Issue&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;One of the most common errors in Kubernetes is ImagePullBackOff, which occurs when a container image cannot be pulled.&lt;/p&gt;

&lt;p&gt;Causes:&lt;br&gt;
Invalid or non-existent image&lt;br&gt;
Private repository without authentication&lt;br&gt;
Solution:&lt;/p&gt;

&lt;p&gt;For private images, use ImagePullSecrets:&lt;/p&gt;

&lt;p&gt;kubectl create secret docker-registry demo &lt;br&gt;
  --docker-server=your-registry-server &lt;br&gt;
  --docker-username=your-name &lt;br&gt;
  --docker-password=your-password &lt;br&gt;
  --docker-email=your-email&lt;/p&gt;

&lt;p&gt;Then reference it in your deployment:&lt;br&gt;
spec:&lt;br&gt;
  imagePullSecrets:&lt;br&gt;
    - name: demo&lt;br&gt;
For AWS ECR:&lt;br&gt;
kubectl create secret docker-registry ecr-secret &lt;br&gt;
  --docker-server=${AWS_ACCOUNT}.dkr.ecr.${AWS_REGION}.amazonaws.com &lt;br&gt;
  --docker-username=AWS &lt;br&gt;
  --docker-password=$(aws ecr get-login-password) &lt;br&gt;
  --namespace=default&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;CrashLoopBackOff&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;This error indicates that a container is repeatedly crashing and restarting.&lt;/p&gt;

&lt;p&gt;Common Reasons:&lt;br&gt;
Misconfigurations (env variables, volumes)&lt;br&gt;
Incorrect commands in Dockerfile&lt;br&gt;
Application bugs&lt;br&gt;
Liveness probe failures&lt;br&gt;
Insufficient CPU or memory&lt;/p&gt;

&lt;p&gt;How It Works:&lt;br&gt;
Kubernetes restarts the container with increasing delay:&lt;/p&gt;

&lt;p&gt;First retry: ~10 seconds&lt;br&gt;
Next retry: ~60 seconds&lt;br&gt;
This is called backoff strategy.&lt;/p&gt;

&lt;p&gt;Fix:&lt;br&gt;
Check logs: kubectl logs &lt;br&gt;
Describe pod: kubectl describe pod &lt;br&gt;
Validate configs and probes&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Liveness &amp;amp; Readiness Probes&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Kubernetes uses probes to monitor application health.&lt;br&gt;
Types:&lt;br&gt;
Liveness Probe → Restarts container if unhealthy&lt;br&gt;
Readiness Probe → Controls traffic routing&lt;/p&gt;

&lt;p&gt;Misconfigured probes can cause continuous restarts → CrashLoopBackOff.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Resource Management (Critical in Real-Time)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;In shared clusters, improper resource usage can affect all applications.&lt;br&gt;
Problem:&lt;br&gt;
One application consumes excessive CPU/memory → others fail&lt;br&gt;
Solutions:&lt;br&gt;
1) Resource Quota (Namespace Level)&lt;br&gt;
Limits total resources a namespace can use&lt;br&gt;
2) Resource Limits (Pod Level)&lt;br&gt;
Restricts individual pod usage&lt;/p&gt;

&lt;p&gt;Important Rule:&lt;br&gt;
Never blindly increase resources. Always identify the root cause and allocate the correct usage.&lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;Pod Not Schedulable&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;If a pod is stuck in Pending, it means the scheduler cannot place it on any node.&lt;/p&gt;

&lt;p&gt;Debug:&lt;br&gt;
kubectl describe pod &lt;br&gt;
Common Causes &amp;amp; Fixes:&lt;/p&gt;

&lt;p&gt;1) Node Selector: Forces pod to run on a specific node&lt;/p&gt;

&lt;p&gt;nodeSelector:&lt;br&gt;
  node-name: arm-worker&lt;/p&gt;

&lt;p&gt;If label doesn’t match → pod won’t schedule&lt;br&gt;
Fix:&lt;br&gt;
kubectl edit node &lt;/p&gt;

&lt;p&gt;2) Node Affinity: More flexible than nodeSelector:&lt;/p&gt;

&lt;p&gt;Required → Must match&lt;br&gt;
Preferred → Try to match, else fallback&lt;/p&gt;

&lt;p&gt;3) Taints: Prevents pods from scheduling on nodes.&lt;br&gt;
Types:&lt;br&gt;
NoSchedule&lt;br&gt;
NoExecute&lt;br&gt;
PreferNoSchedule&lt;/p&gt;

&lt;p&gt;kubectl taint nodes nodename key=value:NoSchedule&lt;/p&gt;

&lt;p&gt;4) Tolerations: Allows specific pods to run on tainted nodes.&lt;/p&gt;

&lt;p&gt;6.StatefulSet &amp;amp; Persistent Volume Issues&lt;/p&gt;

&lt;p&gt;Stateful applications depend on storage.&lt;/p&gt;

&lt;p&gt;Problem:&lt;br&gt;
Pods stuck in Pending due to missing Persistent Volume (PV)&lt;/p&gt;

&lt;p&gt;Root Cause:&lt;br&gt;
Incorrect StorageClass&lt;/p&gt;

&lt;p&gt;Example issue:&lt;br&gt;
storageClassName: ebs&lt;/p&gt;

&lt;p&gt;This works in AWS but fails in other environments.&lt;/p&gt;

&lt;p&gt;Solution&lt;br&gt;
storageClassName: standard&lt;br&gt;
Debug:&lt;br&gt;
kubectl get storageclass&lt;br&gt;
kubectl describe pod &lt;/p&gt;

&lt;p&gt;Note:&lt;/p&gt;

&lt;p&gt;Delete old PVC before reapplying:&lt;br&gt;
kubectl delete pvc &lt;/p&gt;

&lt;ol&gt;
&lt;li&gt;OOMKilled (Out Of Memory)&lt;/li&gt;
&lt;/ol&gt;

&lt;p&gt;Occurs when a container exceeds memory limits.&lt;/p&gt;

&lt;p&gt;Causes:&lt;br&gt;
Low memory limits&lt;br&gt;
Memory leaks in application&lt;/p&gt;

&lt;p&gt;Debug:&lt;br&gt;
Check pod events&lt;br&gt;
For Java apps:&lt;br&gt;
Thread dump → kill -3&lt;br&gt;
Heap dump → jstack&lt;/p&gt;

&lt;p&gt;Example:&lt;/p&gt;

&lt;p&gt;If app needs 2GB but limit is 200MB → crash is inevitable&lt;/p&gt;

&lt;p&gt;Kubernetes troubleshooting is not about memorizing commands, it’s about understanding system behavior.&lt;/p&gt;

</description>
      <category>kubernetes</category>
      <category>containers</category>
      <category>devops</category>
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