The Best Approach to Dependency Vulnerability Scanning in CI Pipelines
Dependency vulnerabilities are the silent killers of modern software projects. A single outdated package can expose your entire application to attacks, and with the average project pulling in hundreds of transitive dependencies, manual tracking is impossible.
After years of implementing security scanning across Python, TypeScript, and React projects, I've learned that the "best" approach isn't about choosing a single tool—it's about building a multi-layered strategy that catches vulnerabilities early, fails fast when necessary, and doesn't bring your development velocity to a grinding halt.
Let's cut through the noise and build a practical scanning strategy.
The Two-Stage Scanning Philosophy
