Safeguard
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vulnerability-prioritization

Safeguard articles tagged "vulnerability-prioritization" — guides, analysis, and best practices for software supply chain and application security.

27 articles

Comparisons

Reachability Analysis vs EPSS vs CVSS: Prioritization Showdown

CVSS scores severity, EPSS predicts exploitation, reachability proves applicability. A spec-level comparison of the three signals — and the order to apply them.

Apr 14, 20266 min read
Application Security

Application Risk Management: Methods and Tools

A practical breakdown of application risk management: the methods (reachability, RBVM), the tool categories (SCA, SAST, DAST, CSPM), and how to fix the backlog problem.

Apr 12, 20266 min read
Application Security

Asset-First Application Security

Vulnerability-first scanning drowns teams in noise. Asset-first application security starts with a complete inventory, then layers reachability and context to cut backlogs by 90%.

Apr 11, 20266 min read
Vulnerability Analysis

What is EPSS (Exploit Prediction Scoring System)

EPSS scores every CVE's real-world exploit probability. Here's how the FIRST.org model works, how it differs from CVSS, and how to use it to triage faster.

Apr 8, 20266 min read
Vulnerability Management

KEV, EPSS, CVSS: Which Signal Should Drive Patching?

CVSS measures severity, EPSS predicts exploitation, KEV confirms active exploitation. Each answers a different question, and patching policy should use all three.

Feb 20, 20267 min read
Architecture

Inside Safeguard's Reachability Engine

A deep look at how Safeguard's reachability engine combines call graph construction, symbolic analysis, and runtime evidence to reduce vulnerability noise by an order of magnitude.

Jan 18, 20268 min read
Open Source Security

How Snyk's reachability analysis determines whether vulne...

A technical walkthrough of how Snyk's reachability analysis builds static call graphs to determine whether vulnerable dependency functions are actually invoked by your code.

Aug 26, 20257 min read
Open Source Security

How reachability analysis coverage differs across Java, J...

Snyk's reachability analysis works differently across Java, JavaScript, and Python — here's why static, typed Java gets deeper coverage than dynamic Python and JS call graphs.

Aug 26, 20257 min read
Open Source Security

How Snyk's exploit maturity rating is researched and assi...

A look at how Snyk researches and assigns exploit maturity ratings — the categories, the manual research process, and how the label shapes vulnerability prioritization.

Aug 23, 20257 min read
Open Source Security

Direct vs Transitive Vulnerabilities: Why the Distinction...

Most CVEs in your stack aren't in packages you chose — they're transitive. Here's why direct vs transitive vulnerabilities need different fixes and different priority.

Aug 11, 20258 min read
Industry Analysis

Runtime Reachability Analysis: Cutting Through Vulnerabil...

Most CVE findings are noise. Here's how runtime reachability analysis separates exploitable risk from theoretical severity, and why CVSS alone can't prioritize your patch queue.

Jul 24, 20258 min read
Application Security

Consolidation Wave: Why AppSec Vendors Are Buying Runtime...

CrowdStrike, Cisco, Tenable, and others have spent three years buying runtime-visibility startups. Here's why AppSec vendors need runtime context to fix alert overload.

Jul 24, 20258 min read
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