Kubernetes Orchestration

Comprehensive guide for deploying, managing, and scaling applications on Kubernetes.

When to Use

• Deploying applications to Kubernetes
• Writing and reviewing Kubernetes manifests
• Creating Helm charts
• Configuring ingress and networking
• Setting up autoscaling
• Troubleshooting pod and cluster issues

Core Concepts

Resource Hierarchy

Cluster
├── Namespaces
│   ├── Deployments → ReplicaSets → Pods → Containers
│   ├── StatefulSets → Pods
│   ├── DaemonSets → Pods
│   ├── Services (ClusterIP, NodePort, LoadBalancer)
│   ├── Ingress
│   ├── ConfigMaps
│   ├── Secrets
│   ├── PersistentVolumeClaims
│   └── ServiceAccounts
└── Cluster-wide
    ├── Nodes
    ├── PersistentVolumes
    ├── StorageClasses
    ├── ClusterRoles
    └── CustomResourceDefinitions

Namespace Organization

# namespace.yaml
apiVersion: v1
kind: Namespace
metadata:
  name: myapp-production
  labels:
    name: myapp-production
    environment: production
    team: platform

Namespace Strategy:

namespaces/
├── production
├── staging
├── development
├── monitoring       # Prometheus, Grafana
├── logging          # ELK, Loki
├── ingress-nginx    # Ingress controllers
└── cert-manager     # TLS certificates

Deployments

Production-Ready Deployment:

apiVersion: apps/v1
kind: Deployment
metadata:
  name: myapp
  namespace: production
  labels:
    app: myapp
    version: v1.0.0
spec:
  replicas: 3
  revisionHistoryLimit: 5
  strategy:
    type: RollingUpdate
    rollingUpdate:
      maxSurge: 1
      maxUnavailable: 0
  selector:
    matchLabels:
      app: myapp
  template:
    metadata:
      labels:
        app: myapp
        version: v1.0.0
      annotations:
        prometheus.io/scrape: "true"
        prometheus.io/port: "9090"
    spec:
      serviceAccountName: myapp
      securityContext:
        runAsNonRoot: true
        runAsUser: 1000
        fsGroup: 1000

      containers:
        - name: myapp
          image: registry.example.com/myapp:v1.0.0
          imagePullPolicy: IfNotPresent

          ports:
            - name: http
              containerPort: 8080
              protocol: TCP
            - name: metrics
              containerPort: 9090
              protocol: TCP

          env:
            - name: NODE_ENV
              value: "production"
            - name: POD_NAME
              valueFrom:
                fieldRef:
                  fieldPath: metadata.name
            - name: DATABASE_URL
              valueFrom:
                secretKeyRef:
                  name: myapp-secrets
                  key: database-url

          envFrom:
            - configMapRef:
                name: myapp-config

          resources:
            requests:
              cpu: 100m
              memory: 128Mi
            limits:
              cpu: 500m
              memory: 512Mi

          livenessProbe:
            httpGet:
              path: /health/live
              port: http
            initialDelaySeconds: 30
            periodSeconds: 10
            timeoutSeconds: 5
            failureThreshold: 3

          readinessProbe:
            httpGet:
              path: /health/ready
              port: http
            initialDelaySeconds: 5
            periodSeconds: 5
            timeoutSeconds: 3
            failureThreshold: 3

          startupProbe:
            httpGet:
              path: /health/live
              port: http
            initialDelaySeconds: 10
            periodSeconds: 5
            failureThreshold: 30

          securityContext:
            allowPrivilegeEscalation: false
            readOnlyRootFilesystem: true
            capabilities:
              drop:
                - ALL

          volumeMounts:
            - name: tmp
              mountPath: /tmp
            - name: config
              mountPath: /app/config
              readOnly: true

      volumes:
        - name: tmp
          emptyDir: {}
        - name: config
          configMap:
            name: myapp-config

      affinity:
        podAntiAffinity:
          preferredDuringSchedulingIgnoredDuringExecution:
            - weight: 100
              podAffinityTerm:
                labelSelector:
                  matchLabels:
                    app: myapp
                topologyKey: kubernetes.io/hostname

      topologySpreadConstraints:
        - maxSkew: 1
          topologyKey: topology.kubernetes.io/zone
          whenUnsatisfiable: ScheduleAnyway
          labelSelector:
            matchLabels:
              app: myapp

      terminationGracePeriodSeconds: 30

Services

ClusterIP (Internal):

apiVersion: v1
kind: Service
metadata:
  name: myapp
  namespace: production
spec:
  type: ClusterIP
  selector:
    app: myapp
  ports:
    - name: http
      port: 80
      targetPort: http
      protocol: TCP

LoadBalancer (External):

apiVersion: v1
kind: Service
metadata:
  name: myapp-lb
  namespace: production
  annotations:
    # AWS NLB
    service.beta.kubernetes.io/aws-load-balancer-type: nlb
    service.beta.kubernetes.io/aws-load-balancer-internal: "false"
spec:
  type: LoadBalancer
  selector:
    app: myapp
  ports:
    - name: http
      port: 80
      targetPort: http
    - name: https
      port: 443
      targetPort: https

Headless Service (StatefulSets):

apiVersion: v1
kind: Service
metadata:
  name: myapp-headless
spec:
  type: ClusterIP
  clusterIP: None
  selector:
    app: myapp
  ports:
    - port: 80

Ingress

Nginx Ingress:

apiVersion: networking.k8s.io/v1
kind: Ingress
metadata:
  name: myapp-ingress
  namespace: production
  annotations:
    kubernetes.io/ingress.class: nginx
    nginx.ingress.kubernetes.io/ssl-redirect: "true"
    nginx.ingress.kubernetes.io/proxy-body-size: "50m"
    cert-manager.io/cluster-issuer: letsencrypt-prod
spec:
  tls:
    - hosts:
        - myapp.example.com
        - api.example.com
      secretName: myapp-tls
  rules:
    - host: myapp.example.com
      http:
        paths:
          - path: /
            pathType: Prefix
            backend:
              service:
                name: myapp-frontend
                port:
                  number: 80
    - host: api.example.com
      http:
        paths:
          - path: /
            pathType: Prefix
            backend:
              service:
                name: myapp-api
                port:
                  number: 80

ConfigMaps & Secrets

ConfigMap:

apiVersion: v1
kind: ConfigMap
metadata:
  name: myapp-config
  namespace: production
data:
  # Simple key-value
  LOG_LEVEL: "info"
  API_TIMEOUT: "30s"

  # File content
  config.yaml: |
    server:
      port: 8080
      host: 0.0.0.0
    features:
      cache: true
      debug: false

Secrets:

apiVersion: v1
kind: Secret
metadata:
  name: myapp-secrets
  namespace: production
type: Opaque
data:
  # Base64 encoded
  database-url: cG9zdGdyZXM6Ly91c2VyOnBhc3NAZGIvYXBw
  api-key: c2VjcmV0LWFwaS1rZXk=
stringData:
  # Plain text (will be encoded)
  another-secret: "plain-text-value"

External Secrets (with External Secrets Operator):

apiVersion: external-secrets.io/v1beta1
kind: ExternalSecret
metadata:
  name: myapp-secrets
spec:
  refreshInterval: 1h
  secretStoreRef:
    kind: ClusterSecretStore
    name: aws-secrets-manager
  target:
    name: myapp-secrets
    creationPolicy: Owner
  data:
    - secretKey: database-url
      remoteRef:
        key: prod/myapp/database
        property: url

StatefulSets

Database StatefulSet:

apiVersion: apps/v1
kind: StatefulSet
metadata:
  name: postgresql
  namespace: production
spec:
  serviceName: postgresql-headless
  replicas: 3
  selector:
    matchLabels:
      app: postgresql
  template:
    metadata:
      labels:
        app: postgresql
    spec:
      containers:
        - name: postgresql
          image: postgres:16-alpine
          ports:
            - containerPort: 5432
          env:
            - name: POSTGRES_PASSWORD
              valueFrom:
                secretKeyRef:
                  name: postgresql-secrets
                  key: password
            - name: PGDATA
              value: /var/lib/postgresql/data/pgdata
          volumeMounts:
            - name: data
              mountPath: /var/lib/postgresql/data
          resources:
            requests:
              cpu: 250m
              memory: 256Mi
            limits:
              cpu: 1000m
              memory: 1Gi
  volumeClaimTemplates:
    - metadata:
        name: data
      spec:
        accessModes: ["ReadWriteOnce"]
        storageClassName: fast-ssd
        resources:
          requests:
            storage: 10Gi

Autoscaling

Horizontal Pod Autoscaler:

apiVersion: autoscaling/v2
kind: HorizontalPodAutoscaler
metadata:
  name: myapp-hpa
  namespace: production
spec:
  scaleTargetRef:
    apiVersion: apps/v1
    kind: Deployment
    name: myapp
  minReplicas: 3
  maxReplicas: 20
  metrics:
    - type: Resource
      resource:
        name: cpu
        target:
          type: Utilization
          averageUtilization: 70
    - type: Resource
      resource:
        name: memory
        target:
          type: Utilization
          averageUtilization: 80
    - type: Pods
      pods:
        metric:
          name: http_requests_per_second
        target:
          type: AverageValue
          averageValue: 1000
  behavior:
    scaleDown:
      stabilizationWindowSeconds: 300
      policies:
        - type: Percent
          value: 10
          periodSeconds: 60
    scaleUp:
      stabilizationWindowSeconds: 0
      policies:
        - type: Percent
          value: 100
          periodSeconds: 15
        - type: Pods
          value: 4
          periodSeconds: 15
      selectPolicy: Max

Vertical Pod Autoscaler:

apiVersion: autoscaling.k8s.io/v1
kind: VerticalPodAutoscaler
metadata:
  name: myapp-vpa
spec:
  targetRef:
    apiVersion: apps/v1
    kind: Deployment
    name: myapp
  updatePolicy:
    updateMode: Auto
  resourcePolicy:
    containerPolicies:
      - containerName: myapp
        minAllowed:
          cpu: 100m
          memory: 128Mi
        maxAllowed:
          cpu: 2
          memory: 2Gi

RBAC

ServiceAccount:

apiVersion: v1
kind: ServiceAccount
metadata:
  name: myapp
  namespace: production
---
apiVersion: rbac.authorization.k8s.io/v1
kind: Role
metadata:
  name: myapp-role
  namespace: production
rules:
  - apiGroups: [""]
    resources: ["configmaps", "secrets"]
    verbs: ["get", "list", "watch"]
  - apiGroups: [""]
    resources: ["pods"]
    verbs: ["get", "list"]
---
apiVersion: rbac.authorization.k8s.io/v1
kind: RoleBinding
metadata:
  name: myapp-rolebinding
  namespace: production
subjects:
  - kind: ServiceAccount
    name: myapp
    namespace: production
roleRef:
  kind: Role
  name: myapp-role
  apiGroup: rbac.authorization.k8s.io

Network Policies

Restrict Ingress/Egress:

apiVersion: networking.k8s.io/v1
kind: NetworkPolicy
metadata:
  name: myapp-network-policy
  namespace: production
spec:
  podSelector:
    matchLabels:
      app: myapp
  policyTypes:
    - Ingress
    - Egress
  ingress:
    - from:
        - namespaceSelector:
            matchLabels:
              name: ingress-nginx
        - podSelector:
            matchLabels:
              app: myapp-frontend
      ports:
        - protocol: TCP
          port: 8080
  egress:
    - to:
        - podSelector:
            matchLabels:
              app: postgresql
      ports:
        - protocol: TCP
          port: 5432
    - to:
        - namespaceSelector: {}
          podSelector:
            matchLabels:
              k8s-app: kube-dns
      ports:
        - protocol: UDP
          port: 53

Helm Charts

Chart Structure:

myapp-chart/
├── Chart.yaml
├── values.yaml
├── values-production.yaml
├── templates/
│   ├── _helpers.tpl
│   ├── deployment.yaml
│   ├── service.yaml
│   ├── ingress.yaml
│   ├── configmap.yaml
│   ├── secrets.yaml
│   ├── hpa.yaml
│   └── NOTES.txt
└── charts/           # Dependencies

Chart.yaml:

apiVersion: v2
name: myapp
description: My Application Helm Chart
type: application
version: 1.0.0
appVersion: "1.0.0"

dependencies:
  - name: postgresql
    version: 12.x.x
    repository: https://charts.bitnami.com/bitnami
    condition: postgresql.enabled

values.yaml:

replicaCount: 3

image:
  repository: registry.example.com/myapp
  tag: latest
  pullPolicy: IfNotPresent

service:
  type: ClusterIP
  port: 80

ingress:
  enabled: true
  className: nginx
  hosts:
    - host: myapp.example.com
      paths:
        - path: /
          pathType: Prefix
  tls:
    - secretName: myapp-tls
      hosts:
        - myapp.example.com

resources:
  requests:
    cpu: 100m
    memory: 128Mi
  limits:
    cpu: 500m
    memory: 512Mi

autoscaling:
  enabled: true
  minReplicas: 3
  maxReplicas: 20
  targetCPUUtilizationPercentage: 70

postgresql:
  enabled: true
  auth:
    database: myapp

Template Example:

# templates/deployment.yaml
apiVersion: apps/v1
kind: Deployment
metadata:
  name: {{ include "myapp.fullname" . }}
  labels:
    {{- include "myapp.labels" . | nindent 4 }}
spec:
  {{- if not .Values.autoscaling.enabled }}
  replicas: {{ .Values.replicaCount }}
  {{- end }}
  selector:
    matchLabels:
      {{- include "myapp.selectorLabels" . | nindent 6 }}
  template:
    metadata:
      labels:
        {{- include "myapp.selectorLabels" . | nindent 8 }}
    spec:
      containers:
        - name: {{ .Chart.Name }}
          image: "{{ .Values.image.repository }}:{{ .Values.image.tag }}"
          ports:
            - containerPort: 8080
          resources:
            {{- toYaml .Values.resources | nindent 12 }}

Commands Reference

# Cluster info
kubectl cluster-info
kubectl get nodes
kubectl top nodes

# Namespace operations
kubectl get namespaces
kubectl create namespace myapp
kubectl config set-context --current --namespace=myapp

# Workloads
kubectl get pods -o wide
kubectl get deployments
kubectl describe pod <pod-name>
kubectl logs <pod-name> -f
kubectl logs <pod-name> -c <container-name>
kubectl exec -it <pod-name> -- /bin/sh

# Apply manifests
kubectl apply -f manifest.yaml
kubectl apply -f ./manifests/
kubectl apply -k ./kustomize/  # Kustomize

# Scaling
kubectl scale deployment myapp --replicas=5
kubectl autoscale deployment myapp --min=3 --max=10 --cpu-percent=70

# Rolling updates
kubectl set image deployment/myapp myapp=myapp:v2
kubectl rollout status deployment/myapp
kubectl rollout history deployment/myapp
kubectl rollout undo deployment/myapp
kubectl rollout undo deployment/myapp --to-revision=2

# Debug
kubectl describe pod <pod-name>
kubectl get events --sort-by=.metadata.creationTimestamp
kubectl run debug --rm -it --image=busybox -- /bin/sh
kubectl port-forward pod/<pod-name> 8080:8080
kubectl cp <pod-name>:/path/to/file ./local-file

# Helm
helm install myapp ./myapp-chart
helm upgrade myapp ./myapp-chart -f values-prod.yaml
helm rollback myapp 1
helm list
helm uninstall myapp

Troubleshooting

kubectl describe pod <name>

kubectl logs <pod> --previous

kubectl get endpoints <service>

kubectl describe node <name>

Common Pod States:

Pending      → Check node resources, PVC binding
ContainerCreating → Image pull, volume mount
Running      → Healthy
Succeeded    → Job completed
Failed       → Check logs
Unknown      → Node communication issue

Checklist

Before deploying:

• Resource requests/limits defined
• Liveness and readiness probes configured
• Security context (non-root, read-only fs)
• ConfigMaps/Secrets externalized
• Network policies in place
• HPA configured for scaling
• Pod disruption budgets set
• Affinity/anti-affinity rules
• Image tags pinned (not :latest)

Integration

Works with:

• /devops

  - Deployment pipelines

• /docker

  - Container images for K8s

• gitops

  skill - ArgoCD/Flux deployments

• /aws

  ,

  /gcp

  ,

  /azure

  - Managed K8s services

• /security

  - Cluster security review