#DevSecOps#GitHub Actions#Trivy#SCA#Secrets Scanning

CI/CD Security Pipeline Automation

1 min read

Architecture

The pipeline was designed to be modular and non-intrusive for developers.

The Stack

Integration Logic

We used GitHub Actions reusable workflows to standardize the check across 50+ repositories.

jobs:
  security:
    uses: company/shared-workflows/.github/workflows/security-scan.yml@main
    with:
      image-name: app-service

Business Impact

By shifting security to the left, we reduced the cost of fixing vulnerabilities by an estimated 10x compared to finding them in production during quarterly pentests.

The Context

Engineering teams were shipping container images and third-party dependencies without any automated security gates, creating supply-chain risk.

The Approach

Designed a multi-stage security pipeline integrating Trivy for container image scanning, OWASP Dependency-Check for SCA, and Gitleaks for secrets detection. Built a centralized SARIF reporting layer feeding into GitHub Security tab.

The Impact

Achieved 100% coverage of container registries. Automated detection of 200+ vulnerable dependencies in Q1, with remediation SLAs enforced programmatically via PR labels and Jira integration.

© 2026 Anilkumar · Product Security Engineer