Technical Deep Dive: Scaling GenAI-Enhanced SBOM Analysis from Trivy Fix to Enterprise DevSecOps

This article demonstrates how a critical Trivy SBOM generation fix (PR #9224) can be scaled into an enterprise GenAI-powered platform, delivering comprehensive DevSecOps automation and millions in cost savings. We will explore the technical implementation from core dependency resolution improvements to enterprise-scale AI-driven vulnerability intelligence.

The Foundation: Cross-Result Dependency Resolution in Trivy

Problem Statement: Incomplete SBOM Dependency Graphs

Original Issue: SBOM dependency graph plotting was missing dependencies that existed across different scan results, particularly in multimodule projects where module B depends on a shared library from module A. The root cause was that dependency resolution only examined individual results, not all results in the report.

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