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Vulnerability Management

AppSec program consolidation: reducing tool sprawl

AppSec tool sprawl is a consolidation problem, not just a vendor-count problem. A look at Black Duck's product lineage versus Safeguard's unified scanning pipeline.

Jun 13, 20268 min read
Vulnerability Management

Vulnerability scanning tools and techniques compared

A verifiable comparison of Safeguard and JFrog Xray on scan coverage, data sourcing, reachability analysis, and CI/CD integration for vulnerability scanning.

Jun 1, 20268 min read
Vulnerability Management

CVE Numbering Authority (CNA) status: why it matters when...

JFrog has issued its own CVEs since 2021 as a CVE Numbering Authority. Here's what CNA status really controls, where it falls short, and how to verify vendor-disclosed vulnerabilities.

May 29, 20267 min read
Vulnerability Management

CVE explained: how vulnerabilities get identified and scored

A CVE ID and its CVSS score come from different organizations entirely. Here's how identification and severity scoring actually work, using Log4Shell and the 2024 NVD backlog as examples.

May 27, 20267 min read
Vulnerability Management

CVSS scoring explained, and where severity scores go wrong

CVSS score explained through a real case where CVSS, EPSS, and KEV disagreed, showing why severity alone misleads prioritization decisions.

May 27, 20268 min read
Vulnerability Management

Citrix Bleed 2: Analysis and Mitigation

CVE-2025-5777 revived the memory-leak pattern that broke NetScaler in 2023. Here is what the 2025 variant does, who is exploiting it, and how to respond.

May 26, 20264 min read
Vulnerability Management

Upgrade Impact Analysis: Predicting Breaking Changes Befo...

Why 70% of security patches sit unapplied for months, and how diffing a package upgrade against your call graph predicts breaking changes before you run npm update.

May 16, 20267 min read
Vulnerability Management

Automated Dependency Patches: How Endor-Style Patch Gener...

Endor Labs generates automated dependency patches using reachability and AI rewrites. Here's how the pipeline works, where it breaks, and Safeguard's approach.

May 16, 20267 min read
Vulnerability Management

Patch Transparency: Auditing Automated Fix Pull Requests

Automated fix PRs from Dependabot, Renovate, and Endor Labs move fast but are rarely auditable. Here's what a real patch transparency record needs.

May 16, 20267 min read

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