Vulnerability Management (Python, Trivy, Snyk, PostgreSQL, React, Docker) overview

A centralized vulnerability management platform that continuously scans infrastructure, containers, and dependencies, then prioritizes remediation based on exploitability and business impact. Trivy scans container images and IaC templates in CI pipelines, while Snyk monitors application dependencies for known vulnerabilities. Python aggregation services normalize findings from multiple scanners into a unified vulnerability database in PostgreSQL with CVSS scoring, SLA tracking, and exception management. React powers the security dashboard with vulnerability trend charts, team-level scorecards, and remediation workflow tracking. Docker containers run scheduled scans across the asset inventory. The tradeoff is managing scanner noise, deduplicating findings across tools, and driving remediation accountability across development teams.