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Vulnerability Management

NVD's enrichment backlog and how to build a multi-source vuln database strategy

NIST enriched 42,000 CVEs in 2025 — 45% more than any prior year — and still fell behind. On April 15, 2026, it stopped trying to enrich everything.

Jul 8, 20266 min read
Vulnerability Management

What PHP's use-after-free bugs teach us about dynamic-runtime memory safety

Check Point disclosed three PHP 7 unserialize zero-days in 2016 alone. A decade of PHP use-after-free CVEs shows memory-safety risk doesn't end at the C/C++ boundary.

Jul 8, 20266 min read
Vulnerability Management

Prioritizing vulnerabilities by real-world risk, not raw CVSS score

Kenna/Cyentia found just 2.6% of 2019's tracked CVEs were ever actively exploited — yet most teams still triage backlogs by CVSS score alone.

Jul 8, 20267 min read
Vulnerability Management

CVE-2022-1471: Inside the SnakeYaml Deserialization RCE

CVE-2022-1471 scored 9.8 CRITICAL under NIST's CVSS calculation — a single YAML tag could hand attackers remote code execution in any Java app parsing untrusted input.

Jul 8, 20265 min read
Vulnerability Management

How task-scheduler RCEs become cryptomining botnets

Two chained Apache Airflow CVEs and a Rundeck YAML deserialization bug show how scheduler tools turn one flaw into unauthenticated RCE and persistent mining.

Jul 8, 20266 min read
Vulnerability Management

Using EPSS scores for vulnerability remediation prioritization

EPSS predicts exploitation probability for every CVE on a 0-1 scale, updated daily. Paired with CVSS, it turns a 1,000-ticket backlog into a short, defensible list.

Jul 8, 20267 min read
Vulnerability Management

CWE vs. CVE vs. CVSS: The Vocabulary Every AppSec Team Gets Wrong

One CWE weakness class can spawn thousands of CVEs, and a single CVE can now carry two different CVSS scores at once — most teams still use the terms interchangeably.

Jul 8, 20267 min read
Vulnerability Management

The libwebp heap overflow that patched half the internet: CVE-2023-4863

One heap buffer overflow in a 15-year-old image codec forced Chrome, Firefox, Edge, Electron apps, and entire Linux distros to ship emergency patches within days.

Jul 8, 20266 min read
Vulnerability Management

Open Source Vulnerability Databases Compared: NVD, OSV, GitHub Advisory, and More

Not all vulnerability databases are created equal. A detailed comparison of coverage, timeliness, accuracy, and practical usability across the major databases.

Jul 4, 20266 min read
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