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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 3193 to 3204 of 6917 threat reports

Verizon DBIR 2026 Highlights AI-Driven Social Engineering Threats in Healthcare
Health Care / Life Sciences5 months ago

Verizon DBIR 2026 Highlights AI-Driven Social Engineering Threats in Healthcare

In 2025, the healthcare sector experienced a significant surge in social engineering attacks, as highlighted in Verizon's 2026 Data Breach Investigations Report. Threat actors, increasingly leveraging artificial intelligence, have refined their tactics to create highly targeted and context-aware phishing campaigns. These sophisticated attacks exploit the inherent urgency and complex workflows within healthcare environments, leading to a higher success rate in compromising sensitive patient data and disrupting critical services. The report underscores that social engineering, alongside system intrusions and miscellaneous errors, accounted for 81% of breaches in the sector. This trend is particularly concerning given the healthcare industry's reliance on legacy systems and the high value of medical data. The integration of AI into social engineering tactics has made it more challenging for healthcare organizations to detect and prevent these attacks. As a result, there is an urgent need for enhanced security measures, including continuous staff training, implementation of multifactor authentication, and robust incident response plans to mitigate the evolving threat landscape.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Google API Keys Remain Active After Deletion: A Security Concern
Information Technology/IT5 months ago

Google API Keys Remain Active After Deletion: A Security Concern

In May 2026, security researchers at Aikido Security discovered that Google API keys remain active for up to 23 minutes after deletion, contrary to expectations of immediate revocation. This delay allows attackers possessing deleted keys to continue making authenticated requests, potentially leading to unauthorized data access and financial implications. The research involved multiple trials across different Google Cloud Platform regions, revealing inconsistent revocation times and highlighting a significant security gap in credential management. This finding underscores the critical need for organizations to reassess their API key management practices, especially in light of increasing reliance on cloud services. The delayed revocation poses challenges for incident response teams, emphasizing the importance of continuous monitoring and implementing additional security measures to mitigate potential exploitation during the revocation window.

Medium impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(high)
IImpact(high)
Read report
CISA Adds Two Known Exploited Vulnerabilities to Catalog
Computer Software/Engineering5 months ago

CISA Adds Two Known Exploited Vulnerabilities to Catalog

On May 21, 2026, the Cybersecurity and Infrastructure Security Agency (CISA) added two vulnerabilities to its Known Exploited Vulnerabilities (KEV) Catalog: CVE-2025-34291, an origin validation error in Langflow, and CVE-2026-34926, a directory traversal flaw in Trend Micro Apex One (on-premise). Both vulnerabilities have been actively exploited, posing significant risks to affected systems. ([thehackernews.com](https://thehackernews.com/2026/05/cisa-adds-exploited-langflow-and-trend.html?utm_source=openai)) The inclusion of these vulnerabilities in the KEV Catalog underscores the ongoing threat posed by unpatched software flaws. Organizations are urged to prioritize remediation efforts to mitigate potential exploitation and safeguard their systems against emerging cyber threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
CISA Adds Langflow and Trend Micro Apex One Vulnerabilities to KEV Catalog
Computer/Network Security5 months ago

CISA Adds Langflow and Trend Micro Apex One Vulnerabilities to KEV Catalog

On May 21, 2026, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) added two vulnerabilities to its Known Exploited Vulnerabilities (KEV) catalog: CVE-2025-34291, an origin validation error in Langflow with a CVSS score of 9.4, and CVE-2026-34926, a directory traversal flaw in on-premise versions of Trend Micro Apex One with a CVSS score of 6.7. Both vulnerabilities have been actively exploited, with CVE-2025-34291 being leveraged by the Iranian state-sponsored group MuddyWater to gain initial access to target networks. ([thehackernews.com](https://thehackernews.com/2026/05/cisa-adds-exploited-langflow-and-trend.html?utm_source=openai)) The inclusion of these vulnerabilities in the KEV catalog underscores the persistent threat posed by state-sponsored actors and the critical need for organizations to promptly address known security flaws. Federal agencies are mandated to apply necessary fixes by June 4, 2026, highlighting the urgency of mitigating these risks to protect sensitive systems and data. ([thehackernews.com](https://thehackernews.com/2026/05/cisa-adds-exploited-langflow-and-trend.html?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(high)
IImpact(high)
Read report
Kimwolf DDoS Botnet Operator Arrested in Canada
Financial Services5 months ago

Kimwolf DDoS Botnet Operator Arrested in Canada

In May 2026, Jacob Butler, a 23-year-old from Ottawa, Canada, was arrested for allegedly operating the Kimwolf botnet, a variant of the AISURU botnet. Kimwolf infected over a million IoT devices, including digital photo frames and web cameras, to execute massive distributed denial-of-service (DDoS) attacks. These attacks targeted global computers and servers, notably impacting the U.S. Department of Defense Information Network (DoDIN) with record-breaking volumes nearing 30 terabits per second. The botnet's operations resulted in significant financial losses, with some victims reporting damages exceeding one million dollars. ([justice.gov](https://www.justice.gov/usao-ak/pr/canadian-man-arrested-international-authorities-charged-administrating-kimwolf-ddos?utm_source=openai)) This incident underscores the escalating threat posed by IoT-based botnets and the critical need for robust cybersecurity measures. The arrest highlights the effectiveness of international collaboration in combating cybercrime, yet it also serves as a reminder of the persistent vulnerabilities within IoT ecosystems that can be exploited for large-scale attacks.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(medium)
IImpact(high)
Read report
Megalodon Attack: A Wake-Up Call for CI/CD Security
Computer Software/Engineering5 months ago

Megalodon Attack: A Wake-Up Call for CI/CD Security

In May 2026, a large-scale automated attack named 'Megalodon' compromised 5,561 GitHub repositories within a six-hour period. The attackers utilized disposable accounts and forged author identities to inject malicious GitHub Actions workflows into these repositories. These workflows contained base64-encoded bash scripts designed to exfiltrate continuous integration (CI) secrets, cloud credentials, SSH keys, and other sensitive information to a command-and-control server. The attack's rapid execution and extensive reach underscore the vulnerabilities present in CI/CD pipelines and the potential for widespread supply chain compromises. This incident highlights the escalating threat landscape targeting software supply chains, emphasizing the need for enhanced security measures in CI/CD processes. Organizations must prioritize the implementation of robust authentication mechanisms, regular audits of automated workflows, and comprehensive monitoring to detect and mitigate such sophisticated attacks.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(high)
IImpact(medium)
Read report
Understanding the Risks of BYOVD: Exploiting Vulnerable Drivers Without Hardware
Computer/Network Security5 months ago

Understanding the Risks of BYOVD: Exploiting Vulnerable Drivers Without Hardware

In May 2026, a detailed analysis titled 'Making Vulnerable Drivers Exploitable Without Hardware - The BYOVD Perspective' was published, highlighting how attackers can exploit Windows kernel mode drivers without the associated hardware. This technique, known as Bring Your Own Vulnerable Driver (BYOVD), involves loading legitimate, signed drivers with known vulnerabilities to escalate privileges or disable security mechanisms. The research underscores that many drivers can be manipulated from user mode, even in the absence of the hardware they were designed for, thereby broadening the attack surface for potential exploits. The significance of this research lies in its exposure of the ease with which attackers can leverage vulnerable drivers to compromise systems. With the increasing sophistication of cyber threats, understanding and mitigating such vulnerabilities is crucial for maintaining robust security postures. Organizations must prioritize the identification and remediation of exploitable drivers to prevent potential breaches.

High impact

Kill Chain

ICInitial Compromise(medium)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(high)
Read report
Cross-Platform NPM Stealer: A 2026 Supply Chain Threat
Computer Software/Engineering5 months ago

Cross-Platform NPM Stealer: A 2026 Supply Chain Threat

In May 2026, a sophisticated cross-platform malware targeting Node.js environments was discovered. This stealer malware, embedded within obfuscated JavaScript code, specifically aimed at Windows, macOS, and Linux systems. It was designed to extract sensitive information, including browser credentials and cryptocurrency wallet data, from various browsers such as Chrome, Brave, Edge, and others. The malware utilized Base64-encoded strings and obfuscation techniques to evade detection, with its payloads embedded in plain text. Notably, it established communication with a command-and-control server at IP address 216.126.225.243, known to be associated with the DPRK OtterCookie C2 infrastructure. This incident underscores the escalating threat posed by supply chain attacks within the npm ecosystem. The malware's ability to operate across multiple platforms and its focus on exfiltrating sensitive data highlight the need for enhanced vigilance among developers and organizations. The use of obfuscation and legitimate-looking code to mask malicious intent further complicates detection efforts, emphasizing the importance of robust security practices and continuous monitoring of software dependencies.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(low)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(medium)
Read report
Strengthening CI/CD Security: Enhancements to zizmor's GitHub Actions Analyzer
Computer Software/Engineering5 months ago

Strengthening CI/CD Security: Enhancements to zizmor's GitHub Actions Analyzer

In March 2026, attackers exploited a misconfiguration in the `aquasecurity/trivy-action` GitHub Action, leading to the exfiltration of organization and repository secrets. These credentials were subsequently used to backdoor LiteLLM on PyPI. The static analyzer `zizmor` is designed to detect such misconfigurations in GitHub Actions workflows. However, with GitHub Actions' introduction of YAML anchors in September 2025, `zizmor` faced challenges in analyzing workflows utilizing this feature. Over a three-month collaboration, Trail of Bits and `zizmor` maintainers enhanced `zizmor`'s support for YAML anchors, addressing parsing bugs and improving its expression evaluator. This effort involved testing against a corpus of 41,253 workflows from 6,612 high-value open-source repositories, resulting in 20 filed issues and 15 merged pull requests. The enhancements ensure `zizmor` can more effectively identify and prevent misconfigurations in GitHub Actions workflows, bolstering the security of CI/CD pipelines. This incident underscores the critical importance of securing CI/CD pipelines against supply chain attacks. As attackers increasingly target CI/CD automation, tools like `zizmor` play a vital role in identifying and mitigating vulnerabilities before they can be exploited. The collaboration between Trail of Bits and `zizmor` highlights the necessity of continuous improvement and vigilance in the face of evolving threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Europol Dismantles 'First VPN' Used by Cybercriminals
Financial Services5 months ago

Europol Dismantles 'First VPN' Used by Cybercriminals

In May 2026, a coordinated international operation led by French and Dutch authorities, with support from Europol and Eurojust, successfully dismantled 'First VPN,' a virtual private network service extensively utilized by cybercriminals to conceal their identities and illicit activities. The operation resulted in the seizure of 33 servers, the shutdown of multiple domains, and the identification of thousands of users linked to cybercrime, including ransomware attacks and data theft. ([europol.europa.eu](https://www.europol.europa.eu/media-press/newsroom/news/cybercriminal-vpn-used-ransomware-actors-dismantled-in-global-crackdown?utm_source=openai)) The takedown of 'First VPN' underscores the increasing effectiveness of international law enforcement collaboration in targeting cybercriminal infrastructure. This action not only disrupts a critical tool for cybercriminals but also provides authorities with valuable intelligence to pursue ongoing investigations into various cyber offenses. ([eurojust.europa.eu](https://www.eurojust.europa.eu/news/eurojust-coordinated-investigation-shuts-down-criminal-vpn-network?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
AI Uncovers Critical macOS Kernel Vulnerability in Record Time
Computer Software/Engineering5 months ago

AI Uncovers Critical macOS Kernel Vulnerability in Record Time

In May 2026, cybersecurity firm Calif utilized Anthropic's advanced AI model, Mythos Preview, to identify and exploit a kernel memory corruption vulnerability in Apple's macOS 26.4.1 running on M5 silicon. This exploit enabled privilege escalation from an unprivileged user to root access by chaining two vulnerabilities, effectively bypassing Apple's Memory Integrity Enforcement (MIE) system, a hardware-assisted security feature introduced in 2025 to mitigate memory-based exploits. The discovery underscores the potential of AI in rapidly uncovering critical system vulnerabilities, as the exploit was developed within five days. ([9to5mac.com](https://9to5mac.com/2026/05/14/calif-team-details-how-anthropic-mythos-helped-build-a-working-macos-exploit-in-five-days/?utm_source=openai)) This incident highlights the evolving cybersecurity landscape where AI tools can both uncover and potentially exploit system vulnerabilities at unprecedented speeds. Organizations must reassess their security postures to address the dual-edged nature of AI in cybersecurity, balancing its defensive capabilities against the risks of adversarial use. ([techradar.com](https://www.techradar.com/pro/security/this-work-is-a-glimpse-of-what-is-coming-security-team-lays-out-how-anthropic-mythos-helped-build-a-working-macos-exploit-in-five-days?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
CISA Security Leak: A Wake-Up Call for Credential Management
Government Administration5 months ago

CISA Security Leak: A Wake-Up Call for Credential Management

In May 2026, a contractor for the U.S. Cybersecurity and Infrastructure Security Agency (CISA) inadvertently exposed highly sensitive credentials by maintaining a public GitHub repository named 'Private-CISA.' This repository contained plaintext passwords, AWS GovCloud keys, and internal documentation detailing CISA's software development and deployment processes. Security researcher Guillaume Valadon discovered the leak, describing it as the most severe government data exposure he had encountered. The repository had been publicly accessible since at least November 2025, raising significant concerns about operational security and potential unauthorized access to critical systems. This incident underscores the persistent risks associated with improper handling of sensitive credentials and the importance of stringent access controls. It highlights the need for organizations, especially those in critical infrastructure sectors, to enforce robust security practices, conduct regular audits, and ensure that contractors adhere to strict data protection protocols to prevent similar breaches.

High impact

Kill Chain

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

Security Research & Insights

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

All Research Articles

Market Perspectives

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

Read All Blogs

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.

Explore the Workload Attack Path Assessment
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.

Interactive ToolOpen Threat Command CenterQuick AssessmentAssess My Blast Radius
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.

Free Containment AssessmentUnder Active Attack?
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