security-metrics
Safeguard articles tagged "security-metrics" — guides, analysis, and best practices for software supply chain and application security.
17 articles
Security metrics and KPIs that actually indicate cloud program maturity
IBM's 2024 breach data puts the average breach lifecycle at 258 days — most cloud security dashboards can't even tell you your own exposure window.
DevSecOps Metrics and KPIs That Actually Prove Progress
Most security dashboards count findings and prove nothing. A 2026 guide to the DevSecOps metrics and KPIs that show real risk reduction — MTTR, escape rate, coverage, and DORA-aligned measures.
The DevSecOps Adoption Leadership Playbook
Datadog's 2026 State of DevSecOps found 87% of organizations have a known-exploited vulnerability live in production — the fix is incentive design, not another mandate.
Vulnerability Management KPIs Your Board Actually Understands
Boards don't want scanner counts — they want to know if risk is going up or down and whether the money is working. The handful of vulnerability management KPIs that translate, and the vanity metrics to drop.
The Economics of Vulnerability Backlogs
A vulnerability backlog is an inventory problem with interest payments. Triage costs, carrying costs, and why fixing by EPSS beats fixing by CVSS on pure ROI.
Security Analytics: From Raw Events to Decisions
Most security data pipelines stop at dashboards nobody acts on. The four stages that turn scanner output and logs into decisions, and the metrics that survive contact with a CFO.
DevOps Measurements: Metrics That Actually Matter
The DevOps measurements worth tracking tie delivery speed to stability and security. Here are the ones that change decisions, not just dashboards.
What is Patch Latency
Patch latency is the gap between a fix existing and the fix running in production. Here's how to measure it honestly, why it balloons, and how teams get it under 30 days.
Friction as a Security Metric: Measuring Tool Adoption Fa...
Security tools fail quietly when developers route around them. Here's how to measure friction as a leading indicator of adoption failure before it causes a breach.
Why Security and Engineering KPIs Are Still Misaligned in...
Security teams chase CVSS scores and SLA compliance while engineering chases velocity and uptime—two scorecards that were never built to agree.
Measuring Developer Security Maturity Beyond Tool Coverage
Tool coverage tells you what's installed, not whether developers are actually getting safer. Here's how to build a maturity model around remediation velocity, recurrence, and secrets hygiene instead.
True Positive in Cyber Security: What It Means and Why It Matters
A true positive is a real alert about a real threat. Understanding it alongside false positives, true negatives, and false negatives is how you judge whether a security tool is any good.
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