backlog
Safeguard articles tagged "backlog" — guides, analysis, and best practices for software supply chain and application security.
11 articles
Solving The 1,000-Vulnerability Backlog Problem
How security teams escape the four-figure vulnerability backlog using reachability analysis, automated PRs, and AI-driven triage that actually scales.
CVE Fatigue: How To Stop Drowning Engineers
CVE fatigue is a productivity tax disguised as a security control. Here is how reachability filtering, auto-PRs, and AI triage restore engineering focus.
How Reachability Cuts Your Vulnerability Backlog 80%
The 80% backlog reduction from reachability isn't marketing. It's a measurable property of how transitive dependency graphs actually expose risk to a specific application.
Triage Time Economics: Cost Per Finding
Most security teams have no idea what triage actually costs them. Here is how to calculate cost per finding and drive it down with reachability and AI.
Risk-Based Prioritisation Beyond CVSS
CVSS tells you severity. It does not tell you risk. Here is how reachability, exploitability, and AI context produce a prioritisation model that survives reality.
Accepting The Unfixable: A Decision Framework
Some vulnerabilities cannot be fixed in any reasonable timeframe. Here is a structured framework for accepting risk responsibly with reachability and AI evidence.
Ageing Vulnerabilities: Fix vs Mitigate
Old vulnerabilities accumulate quietly until they become a compliance problem. Here is how to decide between fixing and mitigating, with evidence that holds up.
Vulnerability Burndown Charts That Actually Work
Most burndown charts lie about progress. Here is how to build one that survives executive scrutiny by combining reachability, age cohorts, and inflow data.
Triage Hand-Off From Security To Engineering
The handoff between security triage and engineering remediation is where most programs lose time. Here is how to fix it with context-rich PRs and AI.
Dependabot Noise Reduction Techniques For 2026
Dependabot is useful when tuned and a productivity tax when not. Here are the noise reduction techniques that actually work in modern monorepos.
SLO-Driven Vulnerability Management Program
Service-level objectives turn vulnerability management from heroics into a measurable program. Here is how to define SLOs that survive contact with reality.