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Tenable finds GitHub workflow flaw in Microsoft repo

by Chief Editor May 4, 2026
written by Chief Editor

The Invisible Attack Surface: Why Your CI/CD Pipeline is the New Front Line

For years, cybersecurity focused on the “front door”—firewalls, login screens, and API gateways. But as development speeds up, the real danger has shifted to the “back door”: the Continuous Integration and Continuous Delivery (CI/CD) pipelines. The recent discovery by Tenable Research in a Microsoft GitHub repository serves as a wake-up call. A Python string injection flaw in the Windows-driver-samples repository allowed for remote code execution, potentially exposing repository secrets. When a project with 5,000 forks and 7,700 stars has this vulnerability, it isn’t just a bug in one codebase; It’s a blueprint for how modern software supply chains can be dismantled. The risk isn’t just about one leaked token. It is about the systemic trust we place in automation. As we move forward, the industry is shifting toward a reality where the pipeline itself is treated as a high-value target, equal in importance to the production server.

Did you know? Many organizations still rely on “default” permissions for their automation tokens. In the Microsoft case, researchers inferred the GITHUB_TOKEN likely operated with default read and write access since the repository predated 2023 security updates.

The Death of the ‘God Token’ and the Rise of Least Privilege

The Death of the 'God Token' and the Rise of Least Privilege
Microsoft Actions Instead

One of the most critical trends in DevOps security is the aggressive move away from long-lived, high-privilege tokens. For too long, developers used “God Tokens”—credentials with sweeping permissions that could create issues, push code, and modify settings across an entire organization. The future is Least Privilege Automation. We are seeing a transition toward:

  • Short-lived Credentials: Moving away from static secrets toward tokens that expire in minutes or hours.
  • OIDC (OpenID Connect): Instead of storing a secret key in GitHub, pipelines now use OIDC to request temporary access from cloud providers like AWS or Azure, eliminating the need for long-term stored secrets.
  • Granular Scoping: Rather than “Read/Write” access, permissions are being narrowed to specific actions, such as read-only access to the contents folder.

“The CI/CD infrastructure is part of an organisation’s attack surface and software supply chain,” Rémy Marot, Staff Research Engineer at Tenable

AI: The Double-Edged Sword of Pipeline Security

As we integrate Artificial Intelligence into our coding workflows, we are entering a period of “automated escalation.” AI is fundamentally changing how vulnerabilities like string injections are both created and found. On the offensive side, attackers are using LLMs to scan public YAML files and workflow scripts for patterns that suggest unsafe input handling. A vulnerability that might have taken a human researcher days to find can now be spotted by an AI agent in seconds. But, the defensive trend is equally powerful. We are seeing the emergence of AI-driven Guardrails. Future CI/CD systems will likely include:

  • Real-time Static Analysis: AI that blocks a commit if the workflow script introduces a potential injection point.
  • Anomaly Detection: Systems that flag a workflow if it suddenly attempts to access a secret it has never used before or connects to an unknown external IP.
Pro Tip: Regularly audit your `.github/workflows` files. Treat your YAML configurations as production code—subject them to the same peer review and security scanning as your primary application logic.

Moving Toward ‘Zero Trust’ DevOps

The industry is realizing that “internal” does not mean “safe.” The Tenable finding proved that a simple GitHub issue submission—an action available to any registered user—could trigger a vulnerable workflow. The future trend is Zero Trust for Pipelines. This means assuming that any input coming into the pipeline—whether it is a pull request, a comment, or an issue description—is potentially malicious. This shift involves implementing Software Bill of Materials (SBOM) and strict provenance checks. By verifying exactly who touched the code and which automated process built the binary, companies can ensure that a compromised pipeline doesn’t lead to a poisoned update being sent to millions of users.

For more on securing your development environment, see our guide on [Internal Link: Implementing DevSecOps Best Practices].

Frequently Asked Questions

What is a CI/CD pipeline attack?

A CI/CD attack targets the automated tools used to build and deploy software. Instead of attacking the final app, hackers target the pipeline to steal secrets or inject malicious code directly into the software before it is released.

Frequently Asked Questions
Microsoft Actions Python

Why is string injection dangerous in GitHub Actions?

String injection occurs when user-supplied text is executed as code. In GitHub Actions, if a workflow takes a user’s issue description and passes it directly into a shell script or Python command, an attacker can “inject” their own commands to take over the server running the workflow.

How can I secure my GitHub repository secrets?

Avoid using default permissions. Explicitly define the permissions key in your workflow YAML to restrict the GITHUB_TOKEN to the minimum access required for that specific job.

What is the role of the GITHUB_TOKEN?

The GITHUB_TOKEN is an automatically generated secret used by GitHub Actions to authenticate requests to the GitHub API, allowing the workflow to perform tasks like creating releases or commenting on issues.


Join the Conversation: Is your team treating your CI/CD pipeline as critical infrastructure, or is it still viewed as “background tooling”? Share your security strategies or request a question in the comments below.

Want to stay ahead of the next major vulnerability? Subscribe to our Security Insights newsletter for weekly deep-dives into the evolving threat landscape.

May 4, 2026 0 comments
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Tech

Microsoft patches major SQL Server flaw in March update

by Chief Editor March 13, 2026
written by Chief Editor

March 2026 Patch Tuesday: A Deep Dive into Microsoft’s Latest Security Updates

Microsoft’s March 2026 Patch Tuesday addressed a substantial 77 security vulnerabilities across its product suite, with a notable focus on SQL Server. This release included fixes for two zero-day vulnerabilities that were publicly known before patches were available, though currently, there’s no evidence of widespread exploitation.

SQL Server Under Scrutiny: CVE-2026-21262

The most critical update centers around CVE-2026-21262, an elevation-of-privilege vulnerability impacting a wide range of SQL Server versions, from the latest 2025 release all the way back to SQL Server 2016 Service Pack 3. While the vulnerability has a CVSS v3 base score of 8.8 – just shy of “critical” – the potential impact is significant. An attacker with low-level privileges could potentially escalate to sysadmin-level rights over the database engine across a network.

According to Rapid7’s Lead Software Engineer, Adam Barnett, this isn’t a typical SQL Server patch. The ability to gain sysadmin access over a network is a serious concern. Despite Microsoft rating exploitation as less likely, the public disclosure of the vulnerability increases the urgency for administrators to apply the patch.

Even organizations that don’t directly expose SQL Server to the internet are at risk. Internet scanning reveals a considerable number of accessible SQL Server instances, amplifying the potential impact should reliable exploits emerge. Successful exploitation could allow attackers to access or alter data and potentially pivot to the underlying operating system using features like xp_cmdshell, which, while disabled by default, can be re-enabled by a sysadmin.

.NET Denial-of-Service Vulnerability (CVE-2026-26127)

Another key vulnerability addressed this month is CVE-2026-26127, affecting .NET applications and potentially leading to denial-of-service (DoS) conditions. Public disclosure of this vulnerability has also occurred. Exploitation could cause service crashes, creating brief windows where monitoring and security tools are offline, potentially allowing attackers to evade detection.

Repeated exploitation, even by less sophisticated attackers, could disrupt online services and lead to breaches of service-level agreements.

Authenticator App Vulnerability (CVE-2026-26123)

Microsoft also patched a vulnerability in the Microsoft Authenticator mobile app for iOS and Android (CVE-2026-26123). This flaw, related to custom URL schemes and improper authorisation, could allow a malicious app to impersonate Microsoft Authenticator and intercept authentication information, potentially leading to account compromise. While requiring user interaction – specifically, choosing a malicious app to handle the sign-in flow – Microsoft considers this an important vulnerability.

Organizations managing mobile devices should review app installation policies and default handler settings for authentication apps to restrict potentially harmful sign-in flows.

End of Life for SQL Server 2012 Parallel Data Warehouse

Beyond security patches, Microsoft announced the end of extended support for SQL Server 2012 Parallel Data Warehouse at the end of March. Customers continuing to use this platform will no longer receive security updates, leaving them vulnerable to potential exploits.

Future Trends in Vulnerability Management

These updates highlight several emerging trends in vulnerability management. The increasing speed of public disclosure before patches are available is a major concern. Attackers are actively scanning for vulnerabilities and sharing information, reducing the window of opportunity for defenders. This necessitates a shift towards proactive threat hunting and robust intrusion detection systems.

The focus on vulnerabilities in authentication mechanisms, like the Microsoft Authenticator app, underscores the growing importance of securing identity and access management (IAM) systems. Multi-factor authentication is becoming increasingly prevalent, making these applications prime targets for attackers.

The continued patching of older SQL Server versions, even those nearing end-of-life, demonstrates the long-tail challenge of maintaining security in complex environments. Organizations must prioritize patching critical vulnerabilities across all systems, regardless of age, and consider implementing compensating controls where patching is not immediately feasible.

Did you know?

Publicly disclosed vulnerabilities, even without known exploits, significantly increase the risk of attack. Attackers actively monitor vulnerability databases and security blogs for new disclosures.

FAQ

Q: What is Patch Tuesday?
A: Patch Tuesday is the unofficial name for the regular schedule when Microsoft releases security updates for its products.

Q: What is a zero-day vulnerability?
A: A zero-day vulnerability is a flaw that is unknown to the vendor and for which no patch is available, giving attackers a window of opportunity to exploit it.

Q: What is the CVSS score?
A: The Common Vulnerability Scoring System (CVSS) is an industry standard for assessing the severity of software vulnerabilities.

Q: Should I patch all vulnerabilities immediately?
A: Prioritize patching based on the severity of the vulnerability, the potential impact to your organization, and the availability of exploits.

Q: What is xp_cmdshell?
A: xp_cmdshell is a stored procedure in SQL Server that allows execution of operating system commands.

Pro Tip: Regularly scan your network for vulnerable systems and prioritize patching based on risk assessment.

Stay informed about the latest security threats and updates by subscribing to security advisories and following reputable security blogs. Proactive vulnerability management is essential for protecting your organization from cyberattacks.

March 13, 2026 0 comments
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Tech

Tenable warns of widening AI exposure gap in cloud

by Chief Editor February 23, 2026
written by Chief Editor

The Widening AI Exposure Gap: Why Cloud Security is Falling Behind

Organisations are facing a growing cybersecurity challenge: an “AI exposure gap.” This isn’t about AI *causing* breaches, but rather the rapid integration of AI, cloud technologies, and third-party software creating vulnerabilities that security teams struggle to identify and address. A recent report from Tenable highlights this critical mismatch between engineering speed and security capabilities.

The Software Supply Chain: A Major Weak Point

The report reveals a significant risk within the software supply chain. A staggering 86% of organisations have third-party code packages installed containing critical-severity vulnerabilities. Even more concerning, 13% have deployed packages with a known history of compromise, including instances linked to the s1ngularity and Shai-Hulud worms. This demonstrates that vulnerabilities aren’t just theoretical; they’re actively being exploited.

The increasing use of AI and Model Context Protocol third-party packages – found in 70% of organisations – further complicates matters. These integrations often bypass traditional security oversight, embedding AI deeper into systems and expanding the attack surface.

Identity and Access Management: A Critical Control Point

Identity controls are proving to be a major pressure point. “Ghost” secrets – unused or unrotated cloud credentials – plague 65% of organisations. Alarmingly, 17% of these unused credentials grant critical administrative privileges. Nearly half (49%) of identities with excessive permissions remain dormant, representing a significant potential entry point for attackers.

The report also raises concerns about permissions granted to AI services themselves, with 18% of organisations giving them rarely-audited administrative access. Non-human identities, like AI agents and service accounts, now pose a higher risk (52%) than human users (37%), due to “toxic combinations” of permissions across fragmented systems.

The Rise of “Invisible” Exposure

Tenable defines this challenge as an issue of “exposure management” – the process of identifying, evaluating, and prioritizing risks across all potential attacker entry points. AI adoption dramatically expands the number of systems and components that can inherit risk, adding new layers to applications, infrastructure, identities, and data. This creates a largely invisible exposure that many security teams are ill-equipped to manage.

The report identified severe risks in four key areas: AI security posture, supply chain attack vectors, least-privilege implementation, and cloud workload exposure.

What Can Organisations Do?

The report recommends a multi-faceted approach. Improving visibility of AI integrations is paramount, alongside tightening identity-centric controls. Implementing least-privilege practices for AI roles, removing “ghost” identities, and eliminating exposure from static secrets are also crucial steps. Recognizing that third-party code and external accounts now function as extensions of an organisation’s infrastructure is vital.

Liat Hayun, Senior Vice President of Product Management and Research at Tenable, emphasizes the demand for security teams to proactively account for AI systems embedded within infrastructure. She states that a lack of visibility and governance leaves teams vulnerable to new exposures, including over-privileged identities in the cloud.

Hayun advocates for focusing on the “unified exposure path” to move beyond managing “security debt” and towards managing actual business risk.

Pro Tip

Regularly audit and rotate cloud credentials. Implement multi-factor authentication (MFA) wherever possible to add an extra layer of security.

Future Trends to Watch

The AI exposure gap isn’t a static problem; it’s likely to worsen as AI becomes more pervasive. Several trends will exacerbate the challenge:

  • Increased AI Complexity: AI models will develop into more complex, making it harder to understand their internal workings and potential vulnerabilities.
  • AI-Powered Attacks: Attackers will increasingly leverage AI to automate and refine their attacks, making them more sophisticated and tough to detect.
  • Expansion of Non-Human Identities: The number of AI agents and service accounts will continue to grow, increasing the risk associated with non-human identities.
  • Decentralized AI Development: More AI development will occur outside of centralized IT departments, leading to shadow AI and increased security risks.

FAQ

Q: What is the “AI exposure gap”?
A: It’s the growing mismatch between the speed of AI and cloud adoption and the ability of security teams to assess and remediate associated risks.

Q: How significant is the risk from third-party code?
A: 86% of organisations have third-party code packages with critical vulnerabilities, and 13% have deployed compromised packages.

Q: What is exposure management?
A: It’s the process of identifying, evaluating, and prioritizing risks across all potential attacker entry points.

Did you know?

Non-human identities (AI agents, service accounts) now present a higher risk profile than human users, according to Tenable’s research.

Want to learn more about securing your cloud environment? Explore our other articles on cloud security best practices.

February 23, 2026 0 comments
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