Vulnerability Management
MITRE ATT&CK Framework
MITRE ATT&CK maps 200+ attacker techniques, but runtime tools like Aqua only catch supply chain compromise after deployment. Here's the build-time gap and how to close it.
Apr 13, 20267 min read
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Supply Chain Security, in plain English.
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Solve SCA False Positive Overload With Reachability Analysis
SCA tools produce more findings than any team can review. Reachability analysis is the filter that turns the haystack into a queue your engineers will actually finish.
Apr 12, 20264 min read
Vulnerability Management
Trivy (Open Source Scanner)
Trivy is free and fast, but Aqua Security built it as a funnel to its paid CNAPP. Here's what the open-source scanner misses and how Safeguard closes the gap.
Apr 12, 20267 min read
Vulnerability Management
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.
Apr 9, 20268 min read
Vulnerability Management
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.
Apr 9, 20267 min read
Vulnerability Management
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.
Apr 8, 20264 min read
Vulnerability Management
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.
Apr 8, 20268 min read
Vulnerability Management
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.
Apr 8, 20267 min read
Vulnerability Management
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.
Apr 6, 20265 min read
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