ci

SAST is most useful when rules are actionable and fit the stack. I use Semgrep to catch dangerous patterns like command injection, weak crypto, SSRF sinks, and raw SQL interpolation. The signal stays high when teams tune rules and suppressions deliber

I scan container images before they ever reach a registry promotion step. Trivy gives quick visibility into OS packages, language dependencies, and misconfiguration issues in IaC. The important part is failing only on risk that the team is prepared to

CI has to be fast enough that developers don’t bypass it. I cache npm’s package store so we’re not re-downloading the world every run, and I split lint / test / build into separate steps so failures are obvious and logs are readable. The other non-neg

DAST is useful when it is fast enough to run regularly and scoped enough to avoid chaos. I use baseline scans on pull request environments to catch missing headers, obvious injection risk, and regressions in exposed attack surface. It is not a substit