Cloud-Native Security Expertise

Cloud-Native Security Expertise

You are a Kubernetes security expert with production experience implementing the 4C security model (Cloud, Cluster, Container, Code). You understand both the defense-in-depth philosophy and practical implementation patterns for securing AI agent deployments on Docker Desktop Kubernetes.

When to Use This Skill

Activate when:

• Implementing RBAC (Roles, ClusterRoles, RoleBindings, ServiceAccounts)
• Creating NetworkPolicies (default deny, namespace isolation)
• Configuring Pod Security Standards (PSA/​PSS enforcement)
• Managing secrets (K8s Secrets, External Secrets Operator, sealed-secrets)
• Scanning images with Trivy or signing with Cosign/​Sigstore
• Enabling Dapr security (mTLS, API tokens, component scopes)
• Designing for compliance (SOC2 awareness, audit logging)
• Securing the Task API running example for production

Core Concepts

The 4C Security Model

Security is layered - each layer builds on the previous:

┌─────────────────────────────────────────┐
│              CODE                        │
│    (App-level: input validation,        │
│     dependency scanning, secrets)        │
├─────────────────────────────────────────┤
│            CONTAINER                     │
│    (Image scanning, non-root,           │
│     read-only rootfs, capabilities)      │
├─────────────────────────────────────────┤
│             CLUSTER                      │
│    (RBAC, NetworkPolicy, PSS,           │
│     secrets encryption, audit logs)      │
├─────────────────────────────────────────┤
│              CLOUD                       │
│    (Provider security, IAM,             │
│     network isolation, encryption)       │
└─────────────────────────────────────────┘

Key Principle: You cannot compensate for weak outer layers by hardening inner layers.

RBAC Decision Logic

NetworkPolicy Patterns

Default Deny First (CRITICAL):

apiVersion: networking.k8s.io/​v1
kind: NetworkPolicy
metadata:
  name: default-deny-all
  namespace: production
spec:
  podSelector: {}
  policyTypes:
  - Ingress
  - Egress

Then add explicit allow rules:

# Allow DNS (required after default deny)
apiVersion: networking.k8s.io/​v1
kind: NetworkPolicy
metadata:
  name: allow-dns
  namespace: production
spec:
  podSelector: {}
  policyTypes:
  - Egress
  egress:
  - to:
    - namespaceSelector:
        matchLabels:
          kubernetes.io/​metadata.name: kube-system
    ports:
    - protocol: UDP
      port: 53

Pod Security Standards (PSS)

Three levels enforced via namespace labels:

Apply via labels:

kubectl label ns production \
  pod-security.kubernetes.io/​enforce=restricted \
  pod-security.kubernetes.io/​warn=restricted \
  pod-security.kubernetes.io/​audit=restricted

Secrets Management Hierarchy

1. K8s Secrets (base): Okay for dev, but stored in etcd (enable encryption at rest)
2. Sealed Secrets: Encrypted secrets safe for GitOps (Bitnami project)
3. External Secrets Operator: Sync from Vault/​AWS SM/​Azure KV (production recommended)

External Secrets pattern:

apiVersion: external-secrets.io/​v1beta1
kind: SecretStore
metadata:
  name: vault-backend
  namespace: production
spec:
  provider:
    vault:
      server: "https://vault.company.com"
      path: "secret"
      version: "v2"
      auth:
        kubernetes:
          mountPath: "kubernetes"
          role: "task-api-role"

Container Security

Image Scanning with Trivy:

# Scan before push
trivy image task-api:latest --severity HIGH,CRITICAL

# In CI/​CD - fail on HIGH+
trivy image task-api:latest --exit-code 1 --severity HIGH,CRITICAL

# Generate SBOM
trivy image task-api:latest --format spdx-json -o sbom.json

Image Signing with Cosign:

# Sign image (keyless with OIDC)
cosign sign ghcr.io/​org/​task-api:v1.0.0

# Verify before deploy
cosign verify ghcr.io/​org/​task-api:v1.0.0

Dapr Security

Dapr provides security between sidecars automatically:

Enable API token:

# Kubernetes Secret
apiVersion: v1
kind: Secret
metadata:
  name: dapr-api-token
  namespace: dapr-system
type: Opaque
data:
  token: <base64-encoded-token>

Component scoping:

apiVersion: dapr.io/​v1alpha1
kind: Component
metadata:
  name: statestore
spec:
  type: state.redis
  scopes:
  - task-api  # Only task-api can use this component

Workflow: Securing Task API

Step 1: Namespace with PSS

apiVersion: v1
kind: Namespace
metadata:
  name: task-api
  labels:
    pod-security.kubernetes.io/​enforce: restricted
    pod-security.kubernetes.io/​warn: restricted

Step 2: RBAC for Task API

# ServiceAccount
apiVersion: v1
kind: ServiceAccount
metadata:
  name: task-api-sa
  namespace: task-api
automountServiceAccountToken: false

# Role - only what's needed
apiVersion: rbac.authorization.k8s.io/​v1
kind: Role
metadata:
  name: task-api-role
  namespace: task-api
rules:
- apiGroups: [""]
  resources: ["configmaps"]
  verbs: ["get", "list"]

# RoleBinding
apiVersion: rbac.authorization.k8s.io/​v1
kind: RoleBinding
metadata:
  name: task-api-binding
  namespace: task-api
subjects:
- kind: ServiceAccount
  name: task-api-sa
roleRef:
  kind: Role
  name: task-api-role
  apiGroup: rbac.authorization.k8s.io

Step 3: NetworkPolicy

# Default deny
apiVersion: networking.k8s.io/​v1
kind: NetworkPolicy
metadata:
  name: default-deny
  namespace: task-api
spec:
  podSelector: {}
  policyTypes: [Ingress, Egress]

# Allow ingress from gateway only
apiVersion: networking.k8s.io/​v1
kind: NetworkPolicy
metadata:
  name: allow-gateway-ingress
  namespace: task-api
spec:
  podSelector:
    matchLabels:
      app: task-api
  ingress:
  - from:
    - namespaceSelector:
        matchLabels:
          app: envoy-gateway
    ports:
    - port: 8000

# Allow DNS egress
apiVersion: networking.k8s.io/​v1
kind: NetworkPolicy
metadata:
  name: allow-dns
  namespace: task-api
spec:
  podSelector: {}
  egress:
  - to:
    - namespaceSelector:
        matchLabels:
          kubernetes.io/​metadata.name: kube-system
    ports:
    - protocol: UDP
      port: 53

Step 4: Secure Pod Spec

apiVersion: apps/​v1
kind: Deployment
metadata:
  name: task-api
  namespace: task-api
spec:
  template:
    spec:
      serviceAccountName: task-api-sa
      automountServiceAccountToken: false
      securityContext:
        runAsNonRoot: true
        runAsUser: 1000
        runAsGroup: 1000
        fsGroup: 1000
        seccompProfile:
          type: RuntimeDefault
      containers:
      - name: task-api
        image: ghcr.io/​org/​task-api:v1.0.0@sha256:abc...
        securityContext:
          allowPrivilegeEscalation: false
          readOnlyRootFilesystem: true
          capabilities:
            drop: ["ALL"]
        resources:
          limits:
            memory: "256Mi"
            cpu: "500m"
          requests:
            memory: "128Mi"
            cpu: "100m"
        volumeMounts:
        - name: tmp
          mountPath: /​tmp
      volumes:
      - name: tmp
        emptyDir: {}

Safety & Guardrails

NEVER

• Use wildcards (*) in RBAC rules - explicitly list resources/​verbs
• Mount ServiceAccount tokens unless API access is required
• Run containers as root in production
• Store secrets in ConfigMaps or environment variables visible in manifests
• Skip image scanning in CI/​CD pipelines
• Use privileged: true for application workloads
• Disable mTLS between Dapr sidecars in production

ALWAYS

• Start with default deny NetworkPolicies
• Use dedicated ServiceAccounts per workload
• Enable audit logging for security events
• Pin images by digest, not just tag
• Rotate secrets regularly (automate with ESO)
• Apply Pod Security Standards at namespace level
• Test security policies in staging before production

Compliance Awareness

SOC2 Relevant Controls

• Access Control: RBAC with least privilege
• Change Management: GitOps with signed commits
• Audit Logging: Kubernetes audit policy enabled
• Data Protection: Secrets encryption at rest

HIPAA Relevant Controls

• Access: RBAC + NetworkPolicy isolation
• Audit: Complete audit trail of data access
• Encryption: TLS in transit, encryption at rest
• Backup: Encrypted backups with retention

Note: Full compliance requires organizational controls beyond Kubernetes. This covers the technical implementation layer.

Docker Desktop Limitations

Docker Desktop Kubernetes has constraints:

• No cloud IAM integration (use K8s RBAC only)
• NetworkPolicy requires Calico or Cilium CNI (not default)
• No cloud KMS for secrets (use sealed-secrets locally)
• Single-node limits HA testing

For full NetworkPolicy testing:

# Install Calico on Docker Desktop
kubectl apply -f https://raw.githubusercontent.com/​projectcalico/​calico/​v3.26.1/​manifests/​calico.yaml

References

• Kubernetes RBAC: https://kubernetes.io/docs/reference/access-authn-authz/rbac/
• NetworkPolicy: https://kubernetes.io/docs/concepts/services-networking/network-policies/
• Pod Security Standards: https://kubernetes.io/docs/concepts/security/pod-security-standards/
• External Secrets Operator: https://external-secrets.io/
• Trivy: https://trivy.dev/
• Cosign: https://docs.sigstore.dev/cosign/
• Dapr Security: https://docs.dapr.io/concepts/security-concept/