My journey to understand Red Hat’s open approach to vulnerability management

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For years, my career in cybersecurity has been defined by a sense of urgency and criticality. As a leader of incident response teams, I lived on the front lines, constantly responding to the latest software vulnerabilities, cyber attacks and anomalies. My days were a blur of alerts, patch deployments and the relentless push to reduce risk and restore operations. It was a challenging, high-stakes environment where every vulnerability felt like an immediate threat.

Now, I’ve traded the immediate firefight for a more proactive battlefield as a manager within Red Hat Product Security. This gave me a unique perspective – shifting from addressing vulnerabilities after they arise to understanding how they are managed from the ground up. What I’ve discovered here is not just a process, it’s a philosophy that resonates deeply with my past experiences and offers a refreshing approach to security in the open source world.

5 ways Red Hat’s vulnerability management is different

Red Hat’s approach isn’t just about finding and fixing bugs. It is about intelligent, transparent and user-centric risk management. After seeing countless vulnerability advisories and patch cycles, I can confidently say that Red Hat is exceptional for a number of reasons. Here are 5 ways we take a fundamentally different approach:

1. Risk-based prioritization, not just CVSS scores

Many organizations fall into the trap of obsessing over bereavement Common Vulnerability Score System (CVSS) scores. While CVSS is a critical technical metric, Red Hat rightly emphasizes that a CVSS base score alone does not directly link to risk level. We Red Hat Severity Ratings– Low, Moderate, Important, Critical – is the true guiding star.

This nuanced approach considers more carefully how the software is built, packaged, and configured within the Red Hat ecosystem. This means you don’t chase every “High” CVSS score, but instead can focus on the vulnerabilities that pose the greatest threat to your specific deployments.

2. Delay intelligent correction

This is a game changer for operational stability. Red Hat expressly states that fixes for Low and less severe Moderate issues are generally deferred to the next major or minor product release. This is not negligence, this is a calculated decision to prevent “patch fatigue” and unnecessary disruption. This policy allows you to focus your resources on Critical and Important issues, resulting in a more stable and secure environment overall.

3. Combating false positives with scanner certification

Few things are more frustrating than chasing false positives from vulnerability scanners. Red Hat tackles it head on with a Vulnerability Scanner Certification program By verifying that third-party tools correctly interpret Red Hat’s specific feedback strategies and authoritative data, we help drastically reduce the “noise” that often drowns out real threats.

4. Transparency and Modern Data Exchange (CSAF VEX)

Red Hat’s adoption of the Common Security Advisory Framework Vulnerability Exploitability exchange (CSAF VEX) standard has simplified clarity and communication related to our security operations. This machine-readable format tells you explicitly the status of a vulnerability for a particular Red Hat product, such as “fixed,” “known not affected,” or “under investigation.” This level of clarity and automation support helps your security operations be more precise and efficient in terms of vulnerability management.

5. Container Health Index (CHI)

There is significant risk in using older, unpatched containers in production, and they often contain critical vulnerabilities that have long since been patched upstream. The CHI directly helps address this problem by providing a unique metric that grades container images based on the age and criticality of available but unapplied fixes. This gives you a clear, actionable indicator of your container security posture, so that images with critical, unpatched errors can be quickly identified and remediated, helping to reduce your overall container risk.

Looking to the future: Red Hat’s commitment to security and AI

As AI rapidly integrates into enterprise solutions, the potential for security vulnerabilities expands dramatically. Red Hat is already addressing this evolving threat surface through ssecurity for supported AI models in our vulnerability management framework. We are defining what loss of confidentiality, integrity and availability means in the context of AI – From models responding with unauthorized personally identifiable information (PII), to allowing adversarial fine-tuning.

This proactive stance means that if your organization adopts Red Hat’s AI solutions, you can do so with a clear understanding that security has been considered from the ground up.

Rounding off

In an industry often characterized by reactive measures, Red Hat’s open approach to vulnerability management is both proactive and strategic, built on intelligent prioritization, transparency and a deep understanding of operational realities. Having moved from the “front lines” to become a Product Security Steward at Red Hat, I have first-hand insight into how innovative methodology helps our customers build and maintain systems with a stronger security posture, even as the threat landscape is constantly evolving.

Learn more

Curious about our methodology? Read our white paper, “An open approach to vulnerability management” for an in-depth look at how we evaluate and manage security flaws.



Eva Grace

Eva Grace

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