Vulnerability Management

Security tools have a reputation for being noisy barriers. When a developer pushes code, and the CI/CD pipeline fails with a 500-page PDF report attached, their natural reaction isn’t to fix the issues. It is to ignore them or force-merge the code.

Running `trivy image` isn't DevSecOps—it's noise generation. Real security engineering is about signal-to-noise ratio. This guide provides production-grade configurations for 17 industry-standard tools to stop vulnerabilities without stopping the business, organized into three phases: pre-commit, CI gatekeepers, and runtime scanning.