STRUCTURED THREAT INTELLIGENCE FOR THE CLOUD COMMUNITY

Aviatrix Threat Research Center

Cloud breaches are accelerating — across identities, workloads, supply chains, and cloud-native services. In the Containment Era, understanding how a breach unfolds is how you architect to stop it.

The Aviatrix Threat Research Center provides security teams with:

  • A structured understanding of how breaches unfold — kill chain, ATT&CK techniques, CVEs, and IOCs in a consistent format.
  • What attackers exploited, and which enforcement gaps let them move.
  • Where workload-level controls would have broken the attack chain — including paths that posture tools and endpoint detection don't model.
Kill Chain Coverage
ATT&CK Mapped
Real-World IOCs
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Threat ReportsLive Intelligence

Recent Breaches, Security Incidents & Vulnerabilities

A unified view of real-world cloud threats — combining AI-powered analysis, security research, and expert perspectives through a consistent, cloud-specific framework.

AI-Powered Threat Analysis

Agentic AI that analyzes real-world attacks — across security incidents, breaches, and exploited vulnerabilities — to produce structured, actionable intelligence.

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Displaying 3865 to 3876 of 6928 threat reports

Critical Nginx UI Vulnerability (CVE-2026-33032) Enables Unauthenticated Server Takeover

Critical Nginx UI Vulnerability (CVE-2026-33032) Enables Unauthenticated Server Takeover

In March 2026, a critical vulnerability (CVE-2026-33032) was discovered in Nginx UI, a web-based management interface for the Nginx web server. This flaw allowed unauthenticated remote attackers to invoke Model Context Protocol (MCP) tools without credentials, enabling actions such as restarting Nginx, and creating, modifying, or deleting configuration files. The root cause was an unprotected '/mcp_message' endpoint that, due to an empty default IP whitelist treated as 'allow all,' permitted unrestricted access. Exploitation of this vulnerability could lead to complete server takeover, allowing attackers to intercept traffic, harvest credentials, and disrupt services. ([nvd.nist.gov](https://nvd.nist.gov/vuln/detail/CVE-2026-33032?utm_source=openai)) The vulnerability was actively exploited in the wild, with approximately 2,600 publicly exposed instances identified, primarily in China, the United States, Indonesia, Germany, and Hong Kong. ([thehackernews.com](https://thehackernews.com/2026/04/critical-nginx-ui-vulnerability-cve.html?utm_source=openai)) A patch was released in version 2.3.4 on March 15, 2026, addressing the issue by adding the missing authentication check to the '/mcp_message' endpoint. ([securityaffairs.com](https://securityaffairs.com/190841/hacking/cve-2026-33032-severe-nginx-ui-bug-grants-unauthenticated-server-access.html?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(high)
Read report
AgingFly Malware: A New Threat to Critical Infrastructure

AgingFly Malware: A New Threat to Critical Infrastructure

In March 2026, a sophisticated cyberattack targeted Ukrainian local governments and hospitals, deploying a new malware family named 'AgingFly.' The attack began with phishing emails offering humanitarian aid, leading recipients to compromised or fake websites. These sites delivered malicious files that, once executed, initiated a multi-stage infection process. The final payload, AgingFly, enabled attackers to steal authentication data from Chromium-based browsers and the WhatsApp messenger, and provided remote control capabilities over infected systems. CERT-UA attributed these attacks to the threat actor group UAC-0247. This incident underscores the evolving tactics of cyber adversaries, including the use of AI-generated content and advanced multi-stage malware delivery mechanisms. Organizations, especially those in critical sectors, must remain vigilant against such sophisticated social engineering attacks and enhance their cybersecurity defenses accordingly.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(medium)
Read report
Backdoor.MSIL.XWorm Phishing Campaign Compromises ICS Globally in Q4 2025

Backdoor.MSIL.XWorm Phishing Campaign Compromises ICS Globally in Q4 2025

In Q4 2025, a significant phishing campaign known as "Curriculum-vitae-catalina" targeted HR personnel globally. Attackers sent emails disguised as job applications, with subjects like "Resume" or "Attached Resume," containing malicious attachments named "Curriculum Vitae-Catalina.exe." When executed, these files installed the Backdoor.MSIL.XWorm malware, granting remote control over infected systems. The campaign unfolded in two waves: the first in October affecting regions including Russia, Western Europe, South America, and Canada; the second in November impacting other areas. The attack subsided by December. Regions with historically high email threat rates, such as Southern Europe, South America, and the Middle East, reported the highest infection rates. In Africa, the malware also spread via USB devices connected to ICS computers. ([securelist.com](https://securelist.com/industrial-threat-report-q4-2025/119392/?utm_source=openai)) This incident underscores the evolving sophistication of phishing attacks targeting industrial control systems (ICS). The widespread distribution and rapid propagation of Backdoor.MSIL.XWorm highlight the critical need for enhanced email security measures and user awareness training to mitigate such threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(medium)
IImpact(medium)
Read report
n8n Webhooks Exploited in Phishing Campaigns Since October 2025

n8n Webhooks Exploited in Phishing Campaigns Since October 2025

In October 2025, threat actors began exploiting n8n, a widely-used AI workflow automation platform, to conduct sophisticated phishing campaigns. By creating malicious webhooks on n8n's trusted infrastructure, attackers were able to bypass traditional security filters and deliver malware or perform device fingerprinting through automated emails. This abuse allowed them to distribute malicious payloads and gather sensitive information from targeted devices. ([thehackernews.com](https://thehackernews.com/2026/04/n8n-webhooks-abused-since-october-2025.html?utm_source=openai)) The exploitation of legitimate automation platforms like n8n underscores a growing trend where attackers leverage trusted services to evade detection. This incident highlights the need for organizations to scrutinize third-party integrations and enhance monitoring of automated workflows to prevent similar abuses. ([blog.talosintelligence.com](https://blog.talosintelligence.com/the-n8n-n8mare/?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
Comprehensive Analysis of the 2026 Threat Detection Report

Comprehensive Analysis of the 2026 Threat Detection Report

In 2025, Red Canary analyzed over 110,000 threats across more than 4.5 million identities, endpoints, and cloud assets, revealing significant shifts in the cyber threat landscape. Key findings include a surge in identity-related attacks, with adversaries targeting credentials through info stealers, consent phishing, and OAuth abuse. Browsers have become primary attack vectors, serving as both the main workspace for users and a conduit for malicious payloads via compromised extensions and token theft. Additionally, the abuse of Remote Monitoring and Management (RMM) tools has escalated, with adversaries leveraging these tools for unauthorized access and control. ([redcanary.com](https://redcanary.com/blog/threat-detection/2026-threat-detection-report/?utm_source=openai)) These trends underscore the evolving tactics of cyber adversaries and the necessity for organizations to implement layered security controls. The interconnected nature of identity compromise, browser exploitation, and social engineering highlights the importance of comprehensive defense strategies combining device trust, user authentication, and behavioral monitoring to mitigate these emerging threats. ([redcanary.com](https://redcanary.com/resources/videos/secops-weekly-inside-the-2026-threat-detection-report/?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Understanding the TeamPCP Supply Chain Attack of March 2026

Understanding the TeamPCP Supply Chain Attack of March 2026

In March 2026, the threat actor group TeamPCP executed a sophisticated supply chain attack, compromising widely used developer tools including Aqua Security's Trivy, Checkmarx's KICS, and the LiteLLM Python package. By exploiting stolen credentials, they injected credential-stealing malware into these tools, leading to the exfiltration of sensitive data such as API keys, cloud service credentials, and source code from numerous organizations. The attack unfolded rapidly over a span of five days, with each compromised tool serving as a vector to infiltrate the next, demonstrating the cascading risks inherent in supply chain vulnerabilities. This incident underscores the critical importance of securing the software supply chain, especially as attackers increasingly target trusted development tools to gain unauthorized access. Organizations must implement robust security measures, including regular credential rotation, stringent access controls, and continuous monitoring of CI/CD pipelines, to mitigate the risks associated with such attacks.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Microsoft's April 2026 Patch Tuesday: Addressing Critical Vulnerabilities and Zero-Day Exploits

Microsoft's April 2026 Patch Tuesday: Addressing Critical Vulnerabilities and Zero-Day Exploits

In April 2026, Microsoft released a substantial Patch Tuesday update addressing 167 vulnerabilities across its product suite, marking it as the second-largest patch release in the company's history. This update included two zero-day vulnerabilities: CVE-2026-32201, a spoofing flaw in Microsoft SharePoint Server that was actively exploited in the wild, and CVE-2026-33825, an elevation of privilege issue in Microsoft Defender that had been publicly disclosed prior to patching. Additionally, eight critical vulnerabilities were addressed, affecting components such as Windows Internet Key Exchange (IKE) Service Extensions and Microsoft Word. The prevalence of elevation of privilege vulnerabilities, accounting for 57% of the patches, underscores the critical need for organizations to prioritize these updates to mitigate potential security risks. ([notebookcheck.net](https://www.notebookcheck.net/Microsoft-April-2026-Patch-Tuesday-fixes-167-vulnerabilities-and-two-zero-days.1274388.0.html?utm_source=openai)) The urgency of this update is heightened by the active exploitation of CVE-2026-32201 and the public disclosure of CVE-2026-33825, which could lead to increased targeting by threat actors. Organizations are advised to promptly apply these patches to protect their systems from potential attacks leveraging these vulnerabilities. ([notebookcheck.net](https://www.notebookcheck.net/Microsoft-April-2026-Patch-Tuesday-fixes-167-vulnerabilities-and-two-zero-days.1274388.0.html?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
Strengthening Defenses Against the Rise of EDR Killers Utilizing BYOVD Techniques
Financial Services6 months ago

Strengthening Defenses Against the Rise of EDR Killers Utilizing BYOVD Techniques

In early 2026, security researchers observed a significant increase in the use of EDR (Endpoint Detection and Response) killers employing the Bring Your Own Vulnerable Driver (BYOVD) technique. This method involves attackers introducing legitimate, signed drivers with known vulnerabilities into target systems to disable security defenses. ESET's analysis identified nearly 90 unique EDR killer tools exploiting 35 vulnerable drivers, enabling ransomware groups to neutralize security measures before deploying their payloads. The proliferation of these tools, available through underground marketplaces and public proof-of-concept exploits, has heightened concerns among cybersecurity professionals. ([darkreading.com](https://www.darkreading.com/vulnerabilities-threats/edr-killer-ecosystem-expansion-requires-stronger-byovd-defenses/?utm_source=openai)) The current relevance of this incident lies in the evolving threat landscape, where the commodification of EDR killers has made sophisticated attack techniques accessible to a broader range of cybercriminals. This trend underscores the urgent need for organizations to implement robust defenses against BYOVD attacks, including monitoring for unauthorized driver installations and enhancing endpoint security measures. ([darkreading.com](https://www.darkreading.com/vulnerabilities-threats/edr-killer-ecosystem-expansion-requires-stronger-byovd-defenses/?utm_source=openai))

Low impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(high)
Read report
Microsoft and Salesforce Address Critical AI Security Flaws

Microsoft and Salesforce Address Critical AI Security Flaws

In April 2026, security researchers identified critical prompt injection vulnerabilities in Microsoft Copilot and Salesforce Agentforce, which could allow attackers to exfiltrate sensitive data. In Microsoft's case, malicious code inserted into SharePoint forms could trigger Copilot to send customer data to unauthorized emails. Similarly, Salesforce's Agentforce was susceptible to prompt injections via public-facing lead forms, enabling unauthorized access to CRM data. Both companies have since patched these vulnerabilities. ([darkreading.com](https://www.darkreading.com/cloud-security/microsoft-salesforce-patch-ai-agent-data-leak-flaws/?utm_source=openai)) This incident underscores the persistent threat of prompt injection attacks in AI systems, highlighting the need for robust input validation and security measures to prevent unauthorized data access and exfiltration.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(high)
IImpact(medium)
Read report
Protecting AI Infrastructure: Lessons from the March 2026 Reconnaissance Scans

Protecting AI Infrastructure: Lessons from the March 2026 Reconnaissance Scans

In March 2026, cybersecurity researchers identified a series of reconnaissance scans targeting AI model-related files and services, including Claude, OpenClaw, Hugging Face, and OpenAI. These scans, originating from IP address 81.168.83.103, began on March 10, 2026, and have been ongoing. The activity involves probing for specific AI model configuration and credential files, as well as scanning ports commonly associated with web content. While no active exploitation has been reported, the scans appear aimed at discovering AI model deployments or related sensitive files. ([isc.sans.edu](https://isc.sans.edu/diary/Scanning%2Bfor%2BAI%2BModels/32896/?utm_source=openai)) This incident underscores the growing interest of threat actors in AI infrastructure, highlighting the need for organizations to secure AI model deployments and associated files. The trend of targeting AI systems is expected to continue, necessitating proactive measures to protect sensitive AI-related data.

Low impact

Kill Chain

ICInitial Compromise(medium)
PEPrivilege Escalation(medium)
LMLateral Movement(low)
C&CCommand & Control(low)
EExfiltration(medium)
IImpact(low)
Read report
Microsoft's April 2026 Patch Tuesday: Addressing Critical SharePoint Vulnerabilities

Microsoft's April 2026 Patch Tuesday: Addressing Critical SharePoint Vulnerabilities

In April 2026, Microsoft released a significant Patch Tuesday update addressing 167 vulnerabilities across its product suite, including an actively exploited zero-day in SharePoint Server (CVE-2026-32201). This spoofing vulnerability allowed unauthorized attackers to perform cross-site scripting (XSS) attacks, potentially leading to data exfiltration and unauthorized access. The update also included fixes for another zero-day in Microsoft Defender and several critical remote code execution flaws. ([notebookcheck.net](https://www.notebookcheck.net/Microsoft-April-2026-Patch-Tuesday-fixes-167-vulnerabilities-and-two-zero-days.1274388.0.html?utm_source=openai)) The scale and severity of this update underscore the increasing sophistication and frequency of cyber threats targeting widely used enterprise platforms. Organizations are urged to prioritize patching to mitigate risks associated with these vulnerabilities, especially given the active exploitation of the SharePoint flaw. ([crowdstrike.com](https://www.crowdstrike.com/en-us/blog/patch-tuesday-analysis-april-2026/?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
OpenClaw's ClawBleed Vulnerability: A Wake-Up Call for AI Security

OpenClaw's ClawBleed Vulnerability: A Wake-Up Call for AI Security

In early 2026, a critical security vulnerability, designated as CVE-2026-25253 and dubbed "ClawBleed," was discovered in OpenClaw, a widely-used open-source AI personal assistant. This flaw allowed attackers to execute arbitrary code on a user's system by exploiting the application's handling of the `gatewayUrl` parameter, leading to unauthorized WebSocket connections and token exposure. The vulnerability affected all OpenClaw versions prior to 2026.1.29, potentially compromising over 40,000 instances exposed on the internet. ([clawly.org](https://www.clawly.org/news/cve-2026-25253-openclaw-credential-theft?utm_source=openai)) The "ClawBleed" incident underscores the escalating security challenges associated with autonomous AI agents. As these systems gain deeper integration into personal and organizational infrastructures, they present attractive targets for cyber adversaries. This event highlights the urgent need for robust security measures, including prompt patching, stringent access controls, and comprehensive monitoring, to mitigate the risks posed by such vulnerabilities.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(medium)
IImpact(medium)
Read report

Security Research & Insights

Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs

Market Perspectives

Market Perspectives offering expert commentary and select breach analysis from industry leaders

How CNSF Protects Cloud Workloads

Cloud attackers don’t rely on a single exploit — they rely on paths.

Once inside, attackers move laterally between workloads, establish command-and-control through egress paths, and exfiltrate data through legitimate cloud services — often before detection tools generate an alert. These paths exist because most security architectures enforce at centralized inspection points, not at every workload. The paths that matter most are the ones that never reach a central firewall.

Aviatrix Cloud Native Security Fabric (CNSF) contains attacks by enforcing policy at every workload communication path — containing blast radius, blocking lateral movement, and cutting off egress before data leaves the environment.

Utilize the Network Layer

With CNSF, enterprises can:

  • Contain attack paths at runtime

    Gain visibility into east-west and egress workload communication and apply controls that limit lateral movement, unauthorized egress, and uncontrolled trust expansion.

  • Eliminate blind spots in workload-to-workload traffic

    Observe traffic across VPCs/VNets, regions, and cloud providers using cloud native telemetry — including paths that posture tools and point controls don’t model.

  • Secure modern and AI-driven workloads

    Understand how agents, services, and workloads communicate at runtime, and enforce policy to reduce the risk of misuse, over-privileged access, or unintended data flows.

  • Apply consistent Zero Trust controls without slowing teams

    Enforce segmentation, egress control, and encryption centrally across clouds — without agents, application changes, or developer friction.

See Your Attack Paths. Close the Gaps with CNSF.

Blast radius starts where your enforcement stops.

Most security architectures enforce at centralized inspection points. Attackers move between workloads on paths that never reach those points — building blast radius invisibly until detection tools fire, often too late.

The Executive Assistant That Broke the Company Why Shadow AI is the New Cloud Crisis card image

Your assessment delivers:

  • The Aviatrix Workload Attack Path Assessment (WAPA) analyzes real workload communication using cloud native telemetry to uncover attack paths already present in your environment — and shows how Cloud Native Security Fabric (CNSF) can break those paths with runtime enforcement.

Containment Era Intelligence

The threat landscape has changed.
Has your question changed with it?

In March 2026, TeamPCP proved that detection-first architectures cannot contain attacks that move through trusted code, not around defenses. Today’s threat actors don’t break in — they log in, blend in, and expand silently. This command center tracks the evolving threat landscape and helps you measure your Blast Radius — the architectural metric that defines resilience in the Containment Era.

8
Tracked Campaigns
82%
Intrusions are malware-free
— CrowdStrike GTR 2026
29 min
Avg. eCrime breakout time
— CrowdStrike GTR 2026
27 sec
Fastest observed breakout
— CrowdStrike GTR 2026

This command center tracks 8 active campaigns and measures your Blast Radius: what an attacker can reach once inside your environment.

Contain the Blast Radius

See the attack paths already present in your environment — and where CNSF containment controls would break them.

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