Cloudanix Joins AWS ISV Accelerate Program

Vulnerability Management Deep Dive: EPSS, SBOMs, and Risk-Based Prioritization with Walter Haydock

Learn why EPSS beats CVSS for vulnerability prioritization, how to build an effective SBOM program, and why business leaders — not security teams — should own risk decisions.

Most vulnerability management programs fail not because of missing tools, but because they try to fix everything and end up fixing nothing that matters. The “fix all highs and criticals” approach sounds responsible until you realize that most CVEs scored CVSS 7+ will never be exploited by a real attacker. Walter Haydock, Founder and CEO of StackAware, spent his career in government (Capitol Hill and the Marine Corps) before moving into enterprise software and launching a company focused on quantitative vulnerability risk assessment. In this episode, he explains why EPSS is a better prioritization signal than CVSS, how SBOMs and VEX statements transform supply chain security, and why the biggest vulnerability management problems are cultural — not technical.

You can read the complete transcript of the episode here >

What does an ideal vulnerability management process look like?

The first requirement: have a process at all. A Ponemon report found that roughly half of organizations use an email-and-spreadsheet approach to vulnerability management. Walter outlines what the process should include:

  • Regular patching and update cadences: If you can update software to remove a vulnerability, just do it. That is the easiest and cheapest remediation path. The challenge comes when updates require downtime or new product releases.
  • Clearly defined thresholds and actions: Decide ahead of time what severity level triggers what response, within what timeline. Most situations are foreseeable — a process that handles them without requiring a meeting or a senior leader’s decision every time is the goal.
  • Documented playbooks: One-off responses to individual problems do not scale. Playbooks for patching, for accepting risk, for escalating exceptions — all should exist before the vulnerability is discovered.

The anti-pattern: addressing every vulnerability ad hoc as it appears, requiring executive sign-off each time. That approach collapses under volume and trains leadership to ignore security requests. Good vulnerability management requires systematic processes, not heroics.

Why is EPSS better than CVSS for vulnerability prioritization?

Walter makes a strong case against CVSS-based prioritization and for EPSS (Exploit Prediction Scoring System):

  • CVSS overloads remediation teams: Most CVEs in the National Vulnerability Database score CVSS 7 or higher. Telling engineering to “fix all highs and criticals” means fixing almost everything — which means fixing nothing in practice.
  • EPSS is probability-based: It provides a score from 0 to 1 representing the probability of a vulnerability being exploited in the wild. Understanding EPSS is a fundamentally more actionable signal than a theoretical severity score.
  • The efficiency gain is dramatic: Research shows that using EPSS for prioritization, organizations can target one-twelfth the number of vulnerabilities compared to CVSS-based approaches while achieving the same reduction in exploitable risk.
  • Most CVEs are never exploited: Most known vulnerabilities are never exploited by a malicious actor in any realistic scenario. The ones that are get exploited quickly — often within hours of publication. Those are the ones that demand immediate action.

For organizations just starting out: use EPSS as the primary driver for remediation. As you mature, layer in asset value, business impact, and cost-of-remediation analysis to build a full quantitative risk picture — what separates basic vulnerability management from true risk management.

Where do organizations make the biggest vulnerability management mistakes?

Two fundamental errors:

  • Trying to boil the ocean: Security teams mandate “fix all highs and criticals,” engineering receives 50,000 to 500,000 findings, and promptly ignores them all. The output of a boil-the-ocean approach is learned helplessness, not improved security.
  • Lacking a consolidated asset inventory: You cannot fix vulnerabilities you do not know about. You cannot find vulnerabilities in assets you do not know exist. This includes SaaS platforms, cloud services, open source dependencies, and transitive dependencies.

The cultural dimension is equally important:

  • Business leaders should own risk, not security teams. Security should illuminate and advise on risk. Business leaders — product managers, GMs, CIOs, CEOs — should make the risk decisions because they balance all organizational risks holistically: competitive, financial, regulatory, and security.
  • Conditional thresholds beat universal mandates: “Internet-facing asset with EPSS above 0.7 must be fixed in one day” is actionable. “Fix all criticals within 30 days” is not, because it treats all criticals as equal when they are not.

Why do organizations need SBOMs and how should they use them?

Walter argues that most vulnerability management today is software supply chain security — whether it is open source libraries, proprietary vendor code, or SaaS platform dependencies.

  • SBOMs depict complex supply chains in structured formats. Specifically, the CycloneDX format can show that a SaaS provider runs a specific open source library on top of AWS — enabling risk decisions about the full dependency chain.
  • You must have a consumption plan before requesting SBOMs. Just like security questionnaires that nobody reads, SBOMs that nobody analyzes waste everyone’s time. Decide which vendors must provide them, how frequently, what format, and what actions you will take on findings.
  • VEX statements eliminate unnecessary noise. Vulnerability Exploitability Exchange allows vendors to proactively state which CVEs in their components are not exploitable in their deployment context. This prevents the back-and-forth of “we found these CVEs in your SBOM” followed by “those are not reachable in our architecture.”
  • Synthetic SBOMs fill gaps. When a vendor cannot or will not provide an SBOM, you can create your own structured depiction of their supply chain risk based on what you know — which cloud provider they use, which dependencies you can observe. It is not authoritative, but it is better than nothing.

The supply chain visibility that SCA tools provide at the code level, SBOMs extend to the organizational and vendor level — covering not just your direct dependencies but your supplier’s suppliers.

Can generative AI solve vulnerability management?

Walter is more direct than most: yes, AI will take some security jobs — specifically the repetitive, format-transfer, copy-paste type work. But it will not replace thinking.

  • Where AI helps today: Asset classification from scanner output, converting unstructured vulnerability disclosures (blog posts) into structured VEX statements, reducing manual triage toil.
  • Where it falls short: Generating security policies (too boilerplate, too vague), making risk decisions that require business context, and any task where the “why” matters more than the “what.”
  • The career advice: If your job consists primarily of transferring information between formats or doing digital drudgery, you should be worried. If your job involves higher-level abstraction — asking why, making judgment calls, advising leadership — AI will make you more productive rather than replace you.

The key: understand what data you are feeding AI tools (never secrets or PII) and never take output at face value. Validate everything.

What are the key takeaways from the US National Cybersecurity Strategy?

Walter identifies three implications for security practitioners:

  • Kinetic responses to cyberattacks are on the table. The US is signaling that a sufficiently severe cyberattack could trigger a military response. Business leaders should incorporate this geopolitical risk into their assessments.
  • Liability is shifting to software manufacturers. Walter pushes back on this — arguing that another compliance framework may crown large incumbents who can absorb regulatory overhead while burdening smaller companies. He notes that FedRAMP actually penalizes organizations for finding too many vulnerabilities, which incentivizes not looking rather than looking and fixing.
  • A national cyber insurance backstop is coming. If a catastrophic cyber event occurs, the government will likely step in to bail out insurance providers — similar to how FDIC works for banks.

Related Resources

What Our Users Are Saying

Customer Reviews

Cloudanix is trusted by security leaders worldwide to deliver proactive, reliable, and cutting-edge cloud security.

One day, I changed the password of a root account, and my CTO called me within less than a minute to confirm if I did so. I was not expecting a reaction this quick. He told me Cloudanix alerted him of this password change and that he wanted to confirm as it was a critical security notification. I couldn't believe it!

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Compliance is one way of staying secure, but what I want is the ability to go deeper and attain 'true security.' Cloudanix provides us the capability to do so.

Vishal Madan
Vishal Madan
Head of Engineering, iMocha

Cloudanix is building for the future of the cloud, which makes the product all the more desirable.

Ritesh Agarwal
Ritesh Agarwal
CEO, Airgap Networks

Cloudanix gave us the visibility we were missing. Being able to move from permanent access to a robust Just-In-Time (JIT) workflow has fundamentally changed our security posture without slowing down our engineering velocity.

Pavan Kumar Lekkala
Pavan Kumar Lekkala
SRE Lead, HugoHub

We are excited to leverage Cloudanix's comprehensive multi-cloud DevSecOps solution to secure our production workloads on AWS. Cloudanix has demonstrated that it can solve many challenges that DevSecOps teams face while continually adding new features such as SOC2 compliance and drift detection.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Managing third-party partner access was once a major concern for our security posture. With Cloudanix JIT Cloud, we've effectively achieved zero third-party risk. We can now grant access confidently, knowing that it is temporary, audited, and automatically revoked, resulting in a 100% reduction in our privileged access exposure.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

The snooze feature and responsible alerts have helped us save time and prioritize what to tackle first.

Satish Mohan
Satish Mohan
Co-founder & CTO, Airgap Networks

Implementing Cloudanix JIT internally allowed us to practice what we preach. By eliminating permanent access to our own clouds and databases, we've neutralized the risk of standing privileges, ensuring our own 'keys to the kingdom' are never left exposed.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

The problem with permissions is a lot of times, the gaps are left open due to oversights from inside the organization itself. With Cloudanix's CIEM, we get a complete view of user permissions and access. This enables us to update the permissions, reducing the attack surface.

Nilesh Pethani
Nilesh Pethani
Application Architect, iMocha

In the world of Fintech, trust is our currency. Cloudanix provided the frictionless visibility we needed to secure our EKS workloads across AWS, ensuring we stay audit-ready for SOC2 and GDPR without slowing down our engineering velocity.

Amol Naik
Amol Naik
Head of Security & Infrastructure, HugoHub

Cloudanix delivered value within 5 minutes of onboarding. Continuous monitoring, timely detection, and excellent documentation helped us attain a great cloud security posture.

Divyanshu Shukla
Senior DevSecOps, Meesho

Technology strategies and business strategies are in a state of constant change which includes centralization and decentralization of responsibilities. Regardless of strategic shift, we still have intellectual property to protect. Cloudanix are critical partners for us in our public cloud security posture across our three cloud providers.

Jerry Locke
Jerry Locke
Senior Director Global Solutions Engineering, Eversana

Cloudanix has been amazing. They opened up a common Slack channel with us — and it feels like we are talking to our own team and getting things done with Cloud security. The support team is always available, friendly, helpful, and ready to go out of their way.

Satish Mohan
Satish Mohan
CTO, Airgap Networks

Beyond just access management, Cloudanix CSPM has given us a unified view of our AWS environment. The real-time alerting and anomaly detection allow us to prevent any untoward activity before it happens, which is critical for a marketplace connecting 50+ financial institutions.

Okesh Badhiye
Okesh Badhiye
Head of Technical Engineering, Finfinity

For a Fintech company, data is our most valuable — and most sensitive — asset. Cloudanix DAM hasn't just improved our visibility; it has given us control. The ability to mask data and prevent unauthorized queries in real-time is a game-changer for our compliance and customer trust.

Jiten Gala
Jiten Gala
President Engineering and Product, Kapittx

Our clients, especially in the Middle East financial sector, demand absolute accountability. Cloudanix JIT Cloud has been a competitive differentiator for us, allowing us to provide secure, governed access to customer accounts that meet their strictest audit and compliance requirements.

Girish Manghnani
Girish Manghnani
Managing Partner, Tech Inspira

Cloudanix is always on my team's lips because of its exceptional support. Be it a small or big query, Cloudanix has gone above and beyond to resolve them. This one's a keeper for us.

Sujit Karpe
Sujit Karpe
CTO, iMocha

For a long-lasting partnership, great support goes a long way. Cloudanix has delivered exceptional support whenever required. Their edge is their team is always ready to go beyond to solve any issues that we have. This speaks volumes about the culture at Cloudanix.

Akash Maheshwari
Akash Maheshwari
Co-founder, MoveInSync

Beyond the technology, Cloudanix feels like an extension of our own team. Their willingness to stand up a dedicated Middle East tenant for us and provide exceptional support at a sensible price makes them a long-term partner for Hugosave.

Surya Tamada
Surya Tamada
CTO, HugoHub

The real-time notifications that Cloudanix provides are a real lifesaver. Their adaptive notifications ensure that my team stays productive and doesn't get interrupted all the time.

Digvijay Singh
Staff Security Engineer, Meesho

The whole point in technological evolution is to help improve the world we live in. We must protect that and to do so requires an effective and efficient security strategy. The Cloudanix team helped make our public cloud security posture management strategy a reality. The symbiotic relationship we have allows for a continuous feedback loop which is how business should operate.

Larry Wheat
Larry Wheat
Staff Solutions Engineer, Eversana

Ready to see your graph?

Connect a cloud account in under 30 minutes. See every finding rooted in identity, asset, and blast radius — with a fix path attached.

Book a Demo