[
  {
    "Instruction": "How to implement DevSecOps in a CI/CD pipeline?",
    "Input": "Integrate security testing into a development pipeline for a web application.",
    "Output": "## DevSecOps Implementation Guide\n\n### Pipeline Security Stages\n```yaml\n# GitHub Actions Example\nname: Security Pipeline\non: [push, pull_request]\n\njobs:\n  security:\n    runs-on: ubuntu-latest\n    steps:\n      # SAST - Static Application Security Testing\n      - name: CodeQL Analysis\n        uses: github/codeql-action/analyze@v2\n      \n      # SCA - Software Composition Analysis\n      - name: Dependency Check\n        uses: dependency-check/Dependency-Check_Action@main\n      \n      # Secrets Detection\n      - name: TruffleHog\n        uses: trufflesecurity/trufflehog@main\n      \n      # Container Scanning\n      - name: Trivy\n        uses: aquasecurity/trivy-action@master\n      \n      # DAST - Dynamic Application Security Testing\n      - name: OWASP ZAP\n        uses: zaproxy/action-baseline@v0.7.0\n      \n      # IaC Scanning\n      - name: Checkov\n        uses: bridgecrewio/checkov-action@v12\n```\n\n### SAST Tools\n```bash\n# SonarQube\nsonar-scanner -Dsonar.projectKey=my-project\n\n# Semgrep\nsemgrep --config=p/security-audit .\n\n# Bandit (Python)\nbandit -r .\n\n# ESLint Security\neslint --ext .js,.jsx,.ts,.tsx .\n```\n\n### Secrets Detection\n```bash\n# TruffleHog\ntrufflehog filesystem .\n\n# GitLeaks\ngitleaks detect\n\n# detect-secrets\ndetect-secrets scan\n```\n\n### Container Security\n```bash\n# Dockerfile linting\nhadolint Dockerfile\n\n# Image scanning\ntrivy image myapp:latest\n\n# Runtime security\nfalco\n```\n\n### Infrastructure as Code\n```bash\n# Terraform scanning\nterraform plan\nterraform validate\ncheckov -d .\n\n# Kubernetes scanning\nkube-score score *.yaml\npolaris audit --audit-path .\n```\n\n### Best Practices\n```\n1. Shift left - integrate security early\n2. Automate security testing\n3. Fail fast on critical vulnerabilities\n4. Security gates in pipeline\n5. Regular security training\n6. Security champions program\n```\n\n### Tools\n- SonarQube\n- Semgrep\n- Trivy\n- Checkov\n- OWASP ZAP\n- GitLeaks",
    "Metadata": {
      "category": "devsecops",
      "tools": ["SonarQube", "Semgrep", "Trivy", "Checkov"],
      "technique": "pipeline-security"
    }
  }
]