Security integration in CI/CD pipelines covering SAST and DAST tooling, container image scanning, dependency vulnerability auditing, infrastructure-as-code security scanning, secret detection, security gates with policy-as-code, compliance automation, supply chain security, and developer security enablement. Use when the user asks about devsecops engineer, devsecops engineer best practices, or needs guidance on devsecops engineer implementation. Do NOT use when the user needs a different spec...
Scanned 9/2/2026
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---
name: devsecops-engineer
description: |
Security integration in CI/CD pipelines covering SAST and DAST tooling, container image scanning, dependency vulnerability auditing, infrastructure-as-code security scanning, secret detection, security gates with policy-as-code, compliance automation, supply chain security, and developer security enablement.
Use when the user asks about devsecops engineer, devsecops engineer best practices, or needs guidance on devsecops engineer implementation.
Do NOT use when the user needs a different specialized skill or is asking about an unrelated technology domain.
license: Apache-2.0
metadata:
author: foundry-skills
version: "1.0.0"
tags: "security devops guide"
category: "security"
subcategory: "application-security"
depends: ""
disclaimer: "none"
difficulty: "intermediate"
---
# DevSecOps Engineer
## Overview
DevSecOps integrates security practices into every phase of the software delivery lifecycle. Rather than treating security as a gate at the end, DevSecOps embeds automated security testing, policy enforcement, and developer guidance into CI/CD pipelines, making security a shared responsibility. This skill covers the tools, pipeline configurations, and organizational patterns for shifting security left.
## Security Pipeline Architecture
```
Developer Workstation CI Pipeline CD Pipeline
+------------------+ +---------------------+ +--------------------+
| Pre-commit hooks | | Build Stage | | Pre-deploy |
| - Secret scan |--->| - SAST |--->| - DAST |
| - Lint security | | - Dependency audit | | - Penetration test |
| - IaC scan | | - Container scan | | - Compliance check |
+------------------+ | - License check | | - Security sign-off|
| - Unit security tests| +--------------------+
+---------------------+ |
| v
+---------------------+ +--------------------+
| Security Gate | | Production |
| - Policy evaluation |--->| - Runtime protect |
| - Risk score check | | - WAF / RASP |
| - Break/warn/pass | | - Monitoring |
+---------------------+ +--------------------+
```
## SAST (Static Application Security Testing)
### GitHub Actions SAST Pipeline
```yaml
name: Security Scan
on:
pull_request:
branches: [main]
push:
branches: [main]
jobs:
sast:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
# Semgrep: Fast, customizable SAST
- name: Semgrep SAST
uses: semgrep/semgrep-action@v1
with:
config: >-
p/default
p/owasp-top-ten
p/javascript
p/python
generateSarif: true
env:
SEMGREP_APP_TOKEN: ${{ secrets.SEMGREP_APP_TOKEN }}
# Upload results to GitHub Security tab
- name: Upload SARIF
uses: github/codeql-action/upload-sarif@v3
with:
sarif_file: semgrep.sarif
# CodeQL for deeper analysis
- name: Initialize CodeQL
uses: github/codeql-action/init@v3
with:
languages: javascript, python
- name: CodeQL Analysis
uses: github/codeql-action/analyze@v3
```
### Custom Semgrep Rules
```yaml
# .semgrep/custom-rules.yaml
rules:
- id: no-hardcoded-secrets
patterns:
- pattern-either:
- pattern: |
$KEY = "AKIA..."
- pattern: |
password = "..."
- pattern: |
api_key = "..."
message: "Hardcoded secret detected. Use environment variables or secret manager."
severity: ERROR
languages: [python, javascript, java]
- id: sql-injection-risk
patterns:
- pattern: |
cursor.execute(f"... {$USER_INPUT} ...")
- pattern-not: |
cursor.execute("...", [$PARAMS])
message: "Possible SQL injection. Use parameterized queries."
severity: ERROR
languages: [python]
- id: unsafe-deserialization
pattern: $MODULE.loads($DATA)
message: "Unsafe deserialization with untrusted data. Use json.loads or a safe deserializer."
severity: WARNING
languages: [python]
- id: missing-auth-decorator
patterns:
- pattern: |
@app.route($PATH, methods=["POST", ...])
def $FUNC(...):
...
- pattern-not: |
@require_auth
@app.route($PATH, methods=["POST", ...])
def $FUNC(...):
...
paths:
include: ["**/api/**"]
exclude: ["**/public/**", "**/health**"]
message: "POST endpoint missing @require_auth decorator."
severity: WARNING
languages: [python]
```
## DAST (Dynamic Application Security Testing)
### OWASP ZAP Integration
```yaml
# GitLab CI DAST with ZAP
dast_scan:
stage: security
image: ghcr.io/zaproxy/zaproxy:stable
script:
# Start the application in background
- docker-compose -f docker-compose.test.yml up -d
- sleep 30 # Wait for app startup
# API scan using OpenAPI spec
- zap-api-scan.py
-t [reference URL]
-f openapi
-r zap-api-report.html
-w zap-api-report.md
-J zap-api-report.json
-c zap-api-rules.conf
-I # Don't fail on warnings
# Full scan for web application
- zap-full-scan.py
-t [reference URL]
-r zap-full-report.html
-J zap-full-report.json
-c zap-full-rules.conf
# Evaluate results
- python evaluate_zap_results.py zap-api-report.json
artifacts:
reports:
dast: zap-api-report.json
paths:
- zap-*-report.*
rules:
- if: $CI_PIPELINE_SOURCE == "schedule" # Run on schedule, not every PR
```
## Container Security Scanning
### Multi-Scanner Approach
```yaml
# GitHub Actions container security
container-security:
runs-on: ubuntu-latest
steps:
- uses: actions/checkout@v4
- name: Build image
run: docker build -t myapp:${{ github.sha }} .
# Trivy: Comprehensive vulnerability scanner
- name: Trivy vulnerability scan
uses: aquasecurity/trivy-action@master
with:
image-ref: myapp:${{ github.sha }}
format: sarif
output: trivy-results.sarif
severity: CRITICAL,HIGH
exit-code: 1 # Fail on critical/high
# Grype: Alternative scanner for comparison
- name: Grype scan
uses: anchore/scan-action@v3
with:
image: myapp:${{ github.sha }}
fail-build: true
severity-cutoff: high
# Hadolint: Dockerfile best practices
- name: Lint Dockerfile
uses: hadolint/hadolint-action@v3.1.0
with:
dockerfile: Dockerfile
failure-threshold: warning
# Dockle: Container image linter
- name: Dockle check
run: |
docker run --rm -v [system-path] \
goodwithtech/dockle:latest --exit-code 1 myapp:${{ github.sha }}
```
### Secure Dockerfile Patterns
```dockerfile
# Multi-stage build: minimize attack surface
FROM node:20-alpine AS builder
WORKDIR /app
COPY package*.json ./
RUN npm ci --only=production
COPY . .
RUN npm run build
# Production image: minimal base
FROM gcr.io/distroless/nodejs20-debian12
WORKDIR /app
# Non-root user (distroless has nonroot user built in)
USER nonroot:nonroot
# Copy only production artifacts
COPY --from=builder --chown=nonroot:nonroot /app/dist ./dist
COPY --from=builder --chown=nonroot:nonroot /app/node_modules ./node_modules
# No shell, no package manager, minimal attack surface
EXPOSE 8080
CMD ["dist/server.js"]
# Health check
HEALTHCHECK --interval=30s --timeout=3s --retries=3 \
CMD ["/nodejs/bin/node", "-e", "get('[reference URL]').then(r => process.exit(r.ok ? 0 : 1))"]
```
## Dependency Vulnerability Audit
### Automated Dependency Scanning
```yaml
# .github/workflows/dependency-audit.yml
dependency-audit:
runs-on: ubuntu-latest
steps:
# Node.js audit
- name: npm audit
run: npm audit --audit-level=high --json > npm-audit.json || true
# Python safety check
- name: pip-audit
run: |
install via pip: pip-audit
pip-audit -r requirements.txt --format json -o pip-audit.json \
--desc on --fix --dry-run
# Go vulnerability check
- name: govulncheck
run: govulncheck ./...
# Snyk (comprehensive multi-language)
- name: Snyk test
uses: snyk/actions/node@master
with:
args: --severity-threshold=high --json-file-output=snyk-results.json
env:
SNYK_TOKEN: ${{ secrets.SNYK_TOKEN }}
# SBOM generation
- name: Generate SBOM
run: |
syft dir:. -o spdx-json > sbom.spdx.json
grype sbom:sbom.spdx.json --fail-on high
```
## Secret Detection
### Pre-commit and CI Secret Scanning
```yaml
# .pre-commit-config.yaml
repos:
- repo: [reference URL]
rev: v8.18.0
hooks:
- id: gitleaks
- repo: [reference URL]
rev: v3.63.0
hooks:
- id: trufflehog
args: ['--only-verified']
# Custom gitleaks config: .gitleaks.toml
[extend]
useDefault = true
[[rules]]
id = "custom-api-key"
description = "Custom API Key Pattern"
regex = '''MYAPP_[A-Z]+_KEY\s*=\s*['"][a-zA-Z0-9]{32,}['"]'''
secretGroup = 0
[allowlist]
paths = [
'''\.config\.example$''',
'''\.config\.template$''',
'''test/.*fixtures.*''',
]
```
## Infrastructure-as-Code Security
### Terraform Security Scanning
```yaml
# tfsec and checkov for IaC security
iac-security:
runs-on: ubuntu-latest
steps:
- name: tfsec
uses: aquasecurity/tfsec-action@v1.0.3
with:
soft_fail: false
additional_args: --minimum-severity HIGH
- name: Checkov
uses: bridgecrewio/checkov-action@master
with:
directory: terraform/
framework: terraform
soft_fail: false
check: >-
CKV_AWS_18,CKV_AWS_19,CKV_AWS_20,CKV_AWS_21,
CKV_AWS_145,CKV_AWS_144
```
## Security Gates with Policy-as-Code
### Open Policy Agent (OPA) Security Gates
```rego
# policy/security-gate.rego
package security.gate
import future.keywords.in
default allow = false
# Allow deployment only if all security checks pass
allow {
no_critical_vulns
no_secret_findings
sast_passed
container_scan_passed
compliance_checked
}
no_critical_vulns {
input.vulnerability_scan.critical_count == 0
input.vulnerability_scan.high_count <= input.policy.max_high_vulns
}
no_secret_findings {
count(input.secret_scan.findings) == 0
}
sast_passed {
input.sast_scan.error_count == 0
}
container_scan_passed {
input.container_scan.critical_count == 0
not base_image_outdated
}
base_image_outdated {
input.container_scan.base_image_age_days > 90
}
compliance_checked {
every check in input.compliance.required_checks {
check.status == "passed"
}
}
# Generate human-readable violations
violations[msg] {
not no_critical_vulns
msg := sprintf("Found %d critical and %d high vulnerabilities",
[input.vulnerability_scan.critical_count, input.vulnerability_scan.high_count])
}
violations[msg] {
not no_secret_findings
msg := sprintf("Found %d secret(s) in code", [count(input.secret_scan.findings)])
}
```
## DevSecOps Metrics
```yaml
metrics:
pipeline_security:
- mean_time_to_remediate_critical: "< 7 days"
- mean_time_to_remediate_high: "< 30 days"
- security_gate_pass_rate: "> 85%"
- false_positive_rate: "< 15%"
developer_enablement:
- pre_commit_adoption_rate: "> 90% of devs"
- security_training_completion: "> 95%"
- security_champion_coverage: "1 per team"
- time_to_fix_in_pr: "< 2 hours"
vulnerability_management:
- open_critical_vulns: "0"
- open_high_vulns: "< 10"
- dependency_freshness: "> 90% up to date"
- sbom_coverage: "100% of services"
compliance:
- policy_compliance_rate: "> 98%"
- audit_findings_open: "< 5"
- iac_scan_coverage: "100% of infra"
```
## Implementation Checklist
```
Phase 1 - Foundation:
[ ] Secret scanning in pre-commit hooks
[ ] SAST in CI (Semgrep or CodeQL)
[ ] Dependency audit in CI (npm audit, pip-audit, Snyk)
[ ] Container scanning (Trivy)
[ ] Dockerfile linting (Hadolint)
Phase 2 - Enforcement:
[ ] Security gate policy defined (OPA or custom)
[ ] Block merges on critical findings
[ ] SBOM generation for all artifacts
[ ] IaC scanning (tfsec, Checkov)
[ ] License compliance checking
Phase 3 - Dynamic Testing:
[ ] DAST integration (ZAP) for staging
[ ] API security testing against OpenAPI spec
[ ] Scheduled penetration testing
[ ] Chaos security testing
Phase 4 - Culture:
[ ] Security champions program launched
[ ] Developer security training (OWASP Top 10)
[ ] Security findings visible in developer IDE
[ ] Blameless post-mortems for security incidents
[ ] Gamified security metrics dashboard
```
## When to Use
**Use this skill when:**
- Designing or implementing devsecops engineer solutions
- Reviewing or improving existing devsecops engineer approaches
- Making architectural or implementation decisions about devsecops engineer
- Learning devsecops engineer patterns and best practices
- Troubleshooting devsecops engineer-related issues
**Do NOT use this skill when:**
- The question is about a fundamentally different technology domain
- A more specific sibling skill covers the exact topic needed
- The user needs a complete hands-on tutorial rather than expert guidance
## Output Format
```markdown
# Devsecops Engineer Analysis
## Context Assessment
[Situation summary and constraints]
## Recommended Approach
[Primary recommendation with rationale]
## Implementation Steps
1. [Step with specific details]
2. [Step with specific details]
3. [Step with specific details]
## Trade-offs and Considerations
- [Key trade-off 1]
- [Key trade-off 2]
## Next Steps
- [Immediate action item]
- [Follow-up action item]
```
## Example
**Input:** "Help me implement devsecops engineer for a medium-scale production application"
**Output:** A structured analysis covering current state assessment, recommended devsecops engineer approach with specific patterns, implementation roadmap with milestones, and risk mitigation strategies tailored to the application scale and constraints.
## Edge Cases
- **Legacy system integration:** When devsecops engineer must coexist with legacy approaches, provide a gradual migration path rather than a complete rewrite
- **Scale mismatch:** When the solution complexity exceeds the project scale, recommend a simpler approach and note when to revisit
- **Team skill gaps:** When the team lacks experience with the recommended approach, include learning resources and simpler alternatives
- **Conflicting requirements:** When constraints conflict (e.g., performance vs. maintainability), explicitly state the trade-off and recommend based on stated priorities
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