Objective
Pre-scan code for
secrets (API keys) and
outdated dependencies before deployment to catch critical risks in CI/CD.
Developer Approach
Integrate
Trivy or
Snyk into
GitHub Actions. Script a custom parser to
fail the build if "Critical" vulnerabilities are found, so nothing ships without remediation or explicit override.
Technical Optimization
Create a
Vulnerability Delta Report that only alerts developers to
new risks introduced in the current PR, preventing "alert fatigue" from old, known issues.