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https://github.com/mukul975/Anthropic-Cybersecurity-Skills.git
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Initial commit - 611 cybersecurity skills across all subdomains
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---
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name: implementing-policy-as-code-with-open-policy-agent
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description: >
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This skill covers implementing Open Policy Agent (OPA) and Gatekeeper for policy-as-code
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enforcement in Kubernetes and CI/CD pipelines. It addresses writing Rego policies, deploying
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OPA Gatekeeper as a Kubernetes admission controller, testing policies in development, and
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integrating policy evaluation into deployment pipelines.
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domain: cybersecurity
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subdomain: devsecops
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tags: [devsecops, cicd, opa, gatekeeper, policy-as-code, kubernetes, secure-sdlc]
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version: 1.0.0
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author: mahipal
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license: MIT
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---
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# Implementing Policy as Code with Open Policy Agent
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## When to Use
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- When enforcing organizational security policies across Kubernetes clusters programmatically
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- When requiring admission control that blocks non-compliant resources from being created
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- When implementing policy governance that can be version-controlled, tested, and audited
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- When standardizing security rules across multiple clusters and environments
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- When needing a flexible policy engine that extends beyond Kubernetes to APIs and CI/CD
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**Do not use** for vulnerability scanning (use Trivy/Checkov), for runtime threat detection (use Falco), or for network policy enforcement (use Kubernetes NetworkPolicy or Calico).
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## Prerequisites
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- Kubernetes cluster with admin access for Gatekeeper installation
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- Helm for Gatekeeper deployment
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- OPA CLI or conftest for local policy testing
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- Rego knowledge for policy authoring
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## Workflow
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### Step 1: Install OPA Gatekeeper
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```bash
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# Install Gatekeeper via Helm
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helm repo add gatekeeper https://open-policy-agent.github.io/gatekeeper/charts
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helm install gatekeeper gatekeeper/gatekeeper \
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--namespace gatekeeper-system --create-namespace \
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--set replicas=3 \
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--set audit.replicas=1 \
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--set audit.writeToRAMDisk=true
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```
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### Step 2: Create Constraint Templates
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```yaml
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# templates/k8s-required-labels.yaml
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apiVersion: templates.gatekeeper.sh/v1
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kind: ConstraintTemplate
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metadata:
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name: k8srequiredlabels
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spec:
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crd:
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spec:
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names:
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kind: K8sRequiredLabels
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validation:
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openAPIV3Schema:
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type: object
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properties:
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labels:
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type: array
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items:
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type: string
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targets:
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- target: admission.k8s.gatekeeper.sh
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rego: |
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package k8srequiredlabels
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violation[{"msg": msg}] {
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provided := {label | input.review.object.metadata.labels[label]}
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required := {label | label := input.parameters.labels[_]}
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missing := required - provided
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count(missing) > 0
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msg := sprintf("Missing required labels: %v", [missing])
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}
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---
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# templates/k8s-container-limits.yaml
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apiVersion: templates.gatekeeper.sh/v1
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kind: ConstraintTemplate
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metadata:
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name: k8scontainerlimits
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spec:
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crd:
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spec:
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names:
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kind: K8sContainerLimits
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validation:
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openAPIV3Schema:
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type: object
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properties:
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cpu:
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type: string
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memory:
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type: string
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targets:
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- target: admission.k8s.gatekeeper.sh
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rego: |
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package k8scontainerlimits
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violation[{"msg": msg}] {
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container := input.review.object.spec.containers[_]
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not container.resources.limits.cpu
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msg := sprintf("Container %v has no CPU limit", [container.name])
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}
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violation[{"msg": msg}] {
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container := input.review.object.spec.containers[_]
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not container.resources.limits.memory
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msg := sprintf("Container %v has no memory limit", [container.name])
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}
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---
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# templates/k8s-block-privileged.yaml
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apiVersion: templates.gatekeeper.sh/v1
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kind: ConstraintTemplate
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metadata:
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name: k8sblockprivileged
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spec:
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crd:
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spec:
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names:
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kind: K8sBlockPrivileged
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targets:
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- target: admission.k8s.gatekeeper.sh
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rego: |
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package k8sblockprivileged
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violation[{"msg": msg}] {
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container := input.review.object.spec.containers[_]
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container.securityContext.privileged == true
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msg := sprintf("Privileged container not allowed: %v", [container.name])
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}
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violation[{"msg": msg}] {
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container := input.review.object.spec.initContainers[_]
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container.securityContext.privileged == true
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msg := sprintf("Privileged init container not allowed: %v", [container.name])
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}
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```
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### Step 3: Apply Constraints
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```yaml
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# constraints/require-labels.yaml
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apiVersion: constraints.gatekeeper.sh/v1beta1
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kind: K8sRequiredLabels
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metadata:
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name: require-team-labels
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spec:
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enforcementAction: deny
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match:
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kinds:
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- apiGroups: [""]
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kinds: ["Namespace"]
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- apiGroups: ["apps"]
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kinds: ["Deployment", "StatefulSet"]
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excludedNamespaces:
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- kube-system
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- gatekeeper-system
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parameters:
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labels:
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- "team"
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- "environment"
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- "cost-center"
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---
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# constraints/block-privileged.yaml
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apiVersion: constraints.gatekeeper.sh/v1beta1
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kind: K8sBlockPrivileged
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metadata:
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name: block-privileged-containers
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spec:
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enforcementAction: deny
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match:
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kinds:
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- apiGroups: [""]
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kinds: ["Pod"]
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- apiGroups: ["apps"]
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kinds: ["Deployment", "DaemonSet", "StatefulSet"]
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excludedNamespaces:
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- kube-system
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```
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### Step 4: Test Policies with conftest
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```bash
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# Install conftest
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brew install conftest
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# Test Kubernetes manifests against OPA policies locally
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conftest test deployment.yaml --policy policies/ --output json
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# Test Terraform against OPA policies
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conftest test terraform/main.tf --policy policies/terraform/ --parser hcl2
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# Test Dockerfiles
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conftest test Dockerfile --policy policies/docker/
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```
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```rego
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# policies/kubernetes/deny_latest_tag.rego
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package kubernetes
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deny[msg] {
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input.kind == "Deployment"
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container := input.spec.template.spec.containers[_]
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endswith(container.image, ":latest")
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msg := sprintf("Container %v uses :latest tag. Pin to specific version.", [container.name])
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}
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deny[msg] {
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input.kind == "Deployment"
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container := input.spec.template.spec.containers[_]
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not contains(container.image, ":")
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msg := sprintf("Container %v has no tag. Pin to specific version.", [container.name])
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}
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```
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### Step 5: Integrate Policy Testing in CI/CD
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```yaml
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# .github/workflows/policy-test.yml
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name: Policy Validation
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on:
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pull_request:
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paths: ['k8s/**', 'terraform/**', 'policies/**']
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jobs:
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conftest:
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runs-on: ubuntu-latest
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steps:
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- uses: actions/checkout@v4
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- name: Install conftest
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run: |
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wget -q https://github.com/open-policy-agent/conftest/releases/download/v0.50.0/conftest_0.50.0_Linux_x86_64.tar.gz
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tar xzf conftest_0.50.0_Linux_x86_64.tar.gz
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sudo mv conftest /usr/local/bin/
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- name: Test K8s manifests
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run: conftest test k8s/**/*.yaml --policy policies/kubernetes/ --output json
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- name: Test Terraform
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run: conftest test terraform/*.tf --policy policies/terraform/ --parser hcl2
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```
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## Key Concepts
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| Term | Definition |
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|------|------------|
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| OPA | Open Policy Agent — general-purpose policy engine using Rego language for policy decisions |
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| Rego | OPA's declarative query language for writing policy rules |
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| Gatekeeper | Kubernetes-native OPA integration implementing admission control via ConstraintTemplates |
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| ConstraintTemplate | CRD defining the Rego policy logic and parameters schema for a class of constraints |
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| Constraint | Instance of a ConstraintTemplate with specific parameters and scope (which resources to check) |
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| Admission Controller | Kubernetes component that intercepts API requests before persistence and can allow or deny them |
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| conftest | CLI tool for testing structured data (YAML, JSON, HCL) against OPA policies |
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## Tools & Systems
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- **Open Policy Agent (OPA)**: General-purpose policy engine for unified policy enforcement
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- **Gatekeeper**: Kubernetes admission controller built on OPA with CRD-based configuration
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- **conftest**: Testing framework for OPA policies against configuration files
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- **Kyverno**: Alternative Kubernetes policy engine using YAML-based policies (no Rego required)
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- **Styra DAS**: Commercial OPA management platform with policy authoring, testing, and distribution
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## Common Scenarios
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### Scenario: Enforcing Container Security Standards Across Clusters
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**Context**: Multiple development teams deploy to shared Kubernetes clusters. Some teams run privileged containers and images without resource limits, causing security and stability issues.
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**Approach**:
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1. Deploy Gatekeeper on all clusters via GitOps (Helm chart in a FluxCD repository)
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2. Create ConstraintTemplates for: no privileged containers, required resource limits, required labels, no latest tag
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3. Start with `enforcementAction: warn` to identify violations without blocking deployments
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4. Notify teams of violations and provide a 2-week remediation window
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5. Switch to `enforcementAction: deny` after the remediation period
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6. Add `excludedNamespaces` for kube-system and monitoring namespaces
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**Pitfalls**: Deploying Gatekeeper with deny mode immediately can break existing workloads. Always start with warn mode. Overly restrictive policies without exemptions for system namespaces can prevent cluster components from functioning.
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## Output Format
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```
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OPA Policy Evaluation Report
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==============================
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Cluster: production-east
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Date: 2026-02-23
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Gatekeeper Version: 3.16.0
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CONSTRAINT SUMMARY:
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K8sRequiredLabels: 12 violations (warn)
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K8sBlockPrivileged: 0 violations (deny)
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K8sContainerLimits: 8 violations (deny)
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K8sBlockLatestTag: 3 violations (deny)
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BLOCKED DEPLOYMENTS (deny):
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[K8sContainerLimits] deployment/api-server in ns/payments
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- Container 'api' has no memory limit
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[K8sBlockLatestTag] deployment/frontend in ns/web
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- Container 'nginx' uses :latest tag
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AUDIT VIOLATIONS (warn):
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[K8sRequiredLabels] namespace/staging
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- Missing labels: {cost-center}
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```
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Reference in New Issue
Block a user