Tracking Remediation Status Across a Pen Test Report in Engineering Workflows
Engineering teams need pen test findings routed into their actual workflows to verify fixes.
Malik Holt
Section
Security Remediation
13 stories in Security Remediation.
Developer Security Training Gaps That Pen Tests Reveal
Pen tests reveal developer training gaps that remediation alone cannot fix.
Rosa Rahman
Communicating Security Vulnerabilities to Non-Technical Stakeholders
Business leaders need translations of vulnerabilities, not technical scores, to decide what to fix.
Rosa Rahman
Root Cause Analysis for Recurring Vulnerability Classes
Fixing one vulnerability at a time guarantees the class will reappear elsewhere.
Malik Holt
Communicating Pen Test Findings to Non-Technical Stakeholders
Security findings stay unfixed because executives can't understand what they mean for the business.
Caleb Kaur
Temporary Mitigations for Critical Vulnerabilities Awaiting Full Remediation
Temporary mitigations buy time while teams work toward permanent fixes for critical flaws.
Ingrid Novak
Patch Validation and Exploit Confirmation After Remediation
Patching and confirming the patch worked are two separate steps organizations conflate.
Rosa Rahman
Remediation Timelines and SLA Standards for Different Vulnerability Severities
CVSS scores alone can't set realistic patch deadlines; asset tier and exploit signals matter more.
Rosa Rahman
Root Cause Analysis After a Pen Test to Prevent Vulnerability Class Recurrence
Tracing vulnerabilities back to process gaps stops the same class from recurring annually.
Ingrid Novak
Retesting Vulnerabilities After Remediation and What Confirms a Clean Fix
Evidence shows whether a fix actually closed the vulnerability or just hid the symptom.
Rosa Rahman
Retesting Vulnerabilities After a Pen Test Fix
Confirming a fix actually worked requires testing beyond the original exploit.
Ingrid Novak
Prioritizing Pen Test Findings by Exploitability in a SaaS Environment
Focus on proven exploits and chain paths, not CVSS scores, to prioritize SaaS security fixes.
Rosa Rahman
Prioritizing Pen Test Findings for Remediation Sprints
Framework balances exploitability, impact, and attack chain position over raw severity scores.
Ingrid Novak