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Shift-left security:
detect vulnerabilities early, as part of the CI pipeline.
SAST automation:
run Semgrep, SonarQube, CodeQL, Bandit, ESLint-security.
DAST automation:
use OWASP ZAP to scan running applications.
Dependency scanning:
check for vulnerable libraries using Dependabot.
Policy enforcement:
automatically fail builds when High/Critical findings appear.
SARIF integration:
results are shown in the GitHub Security → Code Scanning
Alerts dashboard.
Using GitHub Actions allows teams to create
repeatable, auditable, and enforceable DevSecOps pipelines with zero local setup.