Vulnerability Management
In-depth guides and analysis on vulnerability management from the Safeguard engineering team.
100 articles
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.
Why EPSS scores matter for vulnerability management
EPSS scores predict real-world exploitation probability, something CVSS can't do. Here's why that matters for Prisma Cloud users, and how Safeguard uses it.
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.
Reachability Analysis vs. SCA: Which Reduces Your Backlog?
SCA lists every CVE in every dependency. Reachability filters to the ones your code actually invokes. Here is how the two compare on a real backlog.
Cloud Discovery and Exposure Management (CDEM): closing t...
Shadow cloud accounts hide the assets your CSPM never sees. Here's why CDEM closes that gap-and where tools like Prisma Cloud still fall short.
CVSS vs EPSS vs KEV: A 2026 Prioritization Guide
How CVSS, EPSS, and CISA KEV combine into a defensible vulnerability prioritization model for 2026, with concrete thresholds and operational guidance.
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.
Zero-day vulnerabilities: what they are and how to protec...
Zero-days can't be patched before they're exploited. See how Log4Shell, MOVEit, and the XZ backdoor happened, and what real zero-day vulnerability protection requires.
A guide to modern vulnerability scanning
Scanners disagree, CVE volume is exploding, and hardened base images solve only one layer. Here's how modern vulnerability scanning actually works — and where prioritization beats raw CVE counts.
Vulnerability Management SLA Benchmarks 2026
What credible 2026 vulnerability management SLAs look like across severity tiers, internet exposure, and reachability — with data from real programs.
Enterprise Vulnerability Manager Buyer Rubric 2026
A scoring rubric for evaluating enterprise vulnerability management platforms in 2026, with weighted criteria covering ingestion, prioritization, workflow, and TCO.
Streamlining the vulnerability management lifecycle
Most teams find CVEs fast but fix them slowly. Here's why the vulnerability management lifecycle breaks down after scanning — and how to close the gap.
Self-healing security runs on Safeguard.
Your first fix PR is minutes away.
No sales call required, even your agent can complete the purchase over MCP.