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.
Recent Breaches, Security Incidents & Vulnerabilities
AI-Powered Threat Analysis
Agentic AI that analyzes real-world attacks — across security incidents, breaches, and exploited vulnerabilities — to produce structured, actionable intelligence.
Displaying 3049 to 3060 of 5988
Understanding the Rise of Web Shell Attacks in 2026
In early 2026, a significant surge in web shell attacks was observed, targeting vulnerabilities in web servers and applications. Attackers exploited these weaknesses to deploy malicious scripts, enabling remote control over compromised systems. This escalation led to unauthorized data access, service disruptions, and substantial financial losses for affected organizations. The rapid deployment and stealthy nature of web shells posed significant challenges to traditional security measures. ([microsoft.com](https://www.microsoft.com/en-us/security/blog/2026/04/02/cookie-controlled-php-webshells-tradecraft-linux-hosting-environments/?utm_source=openai)) This trend underscores the evolving tactics of cyber adversaries, emphasizing the need for enhanced monitoring and proactive defense strategies. Organizations must prioritize the detection and mitigation of web shell threats to safeguard their digital assets and maintain operational integrity.
5 months ago
Kill Chain
Mitsubishi Electric's 2025 Vulnerability: A Wake-Up Call for Industrial Security
In May 2025, Mitsubishi Electric disclosed a vulnerability (CVE-2025-0921) in their GENESIS64, MC Works64, and GENESIS products. This flaw allows local attackers to perform unauthorized writes to arbitrary files by exploiting symbolic links, potentially leading to denial-of-service conditions. The vulnerability affects all versions of GENESIS64 and MC Works64, as well as GENESIS version 11.00. Mitsubishi Electric has released patches and mitigation strategies to address this issue. ([mitsubishielectric.com](https://www.mitsubishielectric.com/psirt/vulnerability/pdf/2025-002_en.pdf?utm_source=openai)) This incident underscores the critical importance of securing industrial control systems against local privilege escalation attacks, which can disrupt essential operations. Organizations are urged to apply the provided patches promptly and review their security protocols to prevent similar vulnerabilities.
5 months ago
Kill Chain
AI-Driven Ransomware Attack 2026: Lessons Learned
In early 2026, a sophisticated AI-driven ransomware attack targeted multiple organizations, exploiting vulnerabilities in AI systems to gain unauthorized access. The attackers utilized autonomous AI agents to conduct reconnaissance, escalate privileges, and deploy ransomware, significantly reducing the time from initial breach to full system encryption. This rapid progression left organizations with minimal time to detect and respond, resulting in substantial operational disruptions and financial losses. This incident underscores the escalating threat posed by AI-enhanced cyberattacks, highlighting the need for organizations to adopt advanced, AI-driven defense mechanisms. The convergence of AI and cybercrime necessitates a proactive approach to cybersecurity, emphasizing rapid detection, response, and recovery strategies to mitigate the impact of such attacks.
5 months ago
Kill Chain
Iranian APT Exploits U.S. Critical Infrastructure PLCs in 2026
In April 2026, Iranian-affiliated advanced persistent threat (APT) actors exploited internet-facing operational technology (OT) devices, notably Rockwell Automation/Allen-Bradley programmable logic controllers (PLCs), across multiple U.S. critical infrastructure sectors. The attackers accessed these devices via default or weak credentials, leading to disruptions through malicious interactions with project files and manipulation of data on human-machine interface (HMI) and supervisory control and data acquisition (SCADA) displays, resulting in operational disruptions and financial losses. ([publicpower.org](https://www.publicpower.org/periodical/article/iranian-affiliated-cyber-actors-exploit-programmable-logic-controllers-across-us-critical?utm_source=openai)) This incident underscores the escalating threat posed by nation-state actors targeting critical infrastructure. The exploitation of OT devices highlights the urgent need for organizations to secure internet-facing systems, implement strong authentication measures, and regularly update and patch their systems to mitigate such risks.
5 months ago
Kill Chain
LiteLLM Supply Chain Compromise: A Wake-Up Call for Open-Source Security
In March 2026, the LiteLLM Python package, widely used for routing large language model (LLM) API calls, was compromised through a supply chain attack. Malicious versions 1.82.7 and 1.82.8 were uploaded to the Python Package Index (PyPI) after attackers gained access to the maintainer's credentials via a compromised Trivy security scanner in LiteLLM's CI/CD pipeline. These versions contained a credential-stealing payload that executed automatically on Python startup, exfiltrating sensitive information such as SSH keys, cloud provider credentials, and Kubernetes secrets to an attacker-controlled server. The malicious packages were available for approximately three hours before being removed from PyPI. ([snyk.io](https://snyk.io/blog/poisoned-security-scanner-backdooring-litellm/?utm_source=openai)) This incident underscores the escalating threat of supply chain attacks targeting open-source ecosystems. The rapid propagation of malicious code through widely used packages highlights the need for enhanced security measures in software development pipelines, including stringent credential management, regular security audits, and the implementation of tools like Software Bill of Materials (SBOMs) and SigStore for verifying package integrity. ([ionix.io](https://www.ionix.io/threat-center/litellm-supply-chain-compromise-backdoored-pypi-packages-1-82-7-1-82-8/?utm_source=openai))
5 months ago
Kill Chain
FBI's 2025 Internet Crime Report: A 26% Surge in Cybercrime Losses
In 2025, the FBI's Internet Crime Complaint Center (IC3) reported a significant surge in cybercrime, with total losses reaching $20.9 billion—a 26% increase from the previous year. The center received over one million complaints, marking a 17% rise compared to 2024. Investment-related fraud led to losses of nearly $8.65 billion, while business email compromise accounted for almost $3.05 billion. Phishing remained the most reported cybercrime, followed by extortion and personal data breaches. ([cyberscoop.com](https://cyberscoop.com/fbi-internet-crime-complaint-center-annual-cybercrime-report/?utm_source=openai)) This escalation underscores the growing sophistication of cybercriminals, who are increasingly leveraging artificial intelligence to enhance their attacks. The trend highlights the urgent need for organizations to bolster their cybersecurity measures and stay vigilant against evolving threats. ([forbes.com](https://www.forbes.com/sites/timkeary/2026/04/07/fbi-reports-208-billion-lost-to-cybercrime-as-hackers-turn-to-ai/?utm_source=openai))
5 months ago
Kill Chain
Anthropic's Project Glasswing: Revolutionizing Cybersecurity with AI
In April 2026, Anthropic launched Project Glasswing, a collaborative initiative with major technology companies including Amazon, Apple, Microsoft, and Cisco, to enhance cybersecurity defenses using advanced AI. Central to this project is Claude Mythos Preview, an unreleased AI model that has identified thousands of previously undetected vulnerabilities across critical software systems, including a 27-year-old bug in OpenBSD and a 16-year-old flaw in FFmpeg. To mitigate potential misuse, Anthropic has restricted access to this powerful model to select partners and has committed significant resources to support open-source security organizations. ([anthropic.com](https://www.anthropic.com/project/glasswing?utm_source=openai)) This initiative underscores the growing importance of AI in cybersecurity, highlighting both its potential to fortify defenses and the risks associated with its misuse. As AI capabilities advance, the industry faces the dual challenge of leveraging these tools for protection while preventing their exploitation by malicious actors. ([cyberscoop.com](https://cyberscoop.com/project-glasswing-anthropic-ai-open-source-software-vulnerabilities/?utm_source=openai))
5 months ago
Kill Chain
Forest Blizzard 2026: Unveiling and Neutralizing a Global Espionage Threat
In early 2026, the Russian state-sponsored group Forest Blizzard (APT28) compromised over 18,000 routers across 120 countries, exploiting known vulnerabilities in TP-Link and MikroTik devices. By hijacking DNS settings, they conducted adversary-in-the-middle attacks, intercepting credentials and tokens for services like Microsoft Outlook Web Access. This extensive espionage campaign targeted more than 200 organizations, including government agencies and critical infrastructure sectors. A collaborative effort led by the FBI, known as Operation Masquerade, successfully neutralized the threat by resetting DNS settings and preventing further exploitation. This incident underscores the persistent threat posed by state-sponsored cyber actors and highlights the critical need for robust network security measures. Organizations must remain vigilant, regularly update and patch network devices, and implement comprehensive monitoring to detect and mitigate such sophisticated attacks.
5 months ago
Kill Chain
German Authorities Unmask Leaders Behind REvil and GandCrab Ransomware Attacks
In April 2026, Germany's Federal Criminal Police Office (BKA) identified Russian nationals Daniil Maksimovich Shchukin and Anatoly Sergeevitsch Kravchuk as the leaders of the GandCrab and REvil ransomware operations between 2019 and 2021. Operating under aliases such as 'UNKN' or 'UNKNOWN,' Shchukin and Kravchuk orchestrated at least 130 cyberattacks targeting German companies, resulting in over $40 million in damages and approximately $2.2 million in ransom payments. Their operations popularized the 'double extortion' tactic, demanding payment for decrypting data and additional sums to prevent public release of stolen information. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/german-authorities-identify-revil-and-gangcrab-ransomware-bosses/?utm_source=openai)) This identification underscores the persistent threat posed by sophisticated ransomware groups and highlights the importance of international cooperation in combating cybercrime. The GandCrab and REvil models have influenced current ransomware tactics, emphasizing the need for robust cybersecurity measures and proactive threat intelligence to mitigate such risks.
5 months ago
Kill Chain
FrostArmada: Unveiling APT28's DNS Hijacking Tactics Targeting Microsoft 365
In April 2026, an international law enforcement operation, in collaboration with private companies, successfully disrupted 'FrostArmada,' a cyber espionage campaign orchestrated by the Russian state-sponsored group APT28 (also known as Fancy Bear or Forest Blizzard). The campaign involved compromising small office/home office (SOHO) routers, primarily from MikroTik and TP-Link, to alter DNS settings and redirect traffic through attacker-controlled servers. This allowed APT28 to intercept authentication traffic and steal Microsoft 365 credentials and OAuth tokens. At its peak in December 2025, FrostArmada infected 18,000 devices across 120 countries, targeting government agencies, law enforcement, IT and hosting providers, and organizations operating their own servers. The operation to neutralize the malicious infrastructure was supported by Microsoft, Lumen's Black Lotus Labs, the FBI, the U.S. Department of Justice, and the Polish government. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/authorities-disrupt-dns-hijacks-used-to-steal-microsoft-365-logins/?utm_source=openai)) This incident underscores the evolving tactics of state-sponsored threat actors in exploiting network infrastructure vulnerabilities to conduct large-scale credential theft. The use of DNS hijacking via compromised routers highlights the need for organizations to secure network devices, implement robust monitoring, and adopt zero-trust principles to mitigate such sophisticated attacks.
5 months ago
Kill Chain
Flowise 2026 RCE Vulnerability Exploitation
In April 2026, security researchers identified active exploitation of a critical remote code execution (RCE) vulnerability, CVE-2025-59528, in Flowise, an open-source platform for building AI agents and large language model (LLM) workflows. This flaw, residing in the CustomMCP node, allows attackers to execute arbitrary JavaScript code without security validation, leading to potential full system compromise. Despite a patch being available since September 2025, many instances remain unpatched, exposing organizations to significant risks. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/max-severity-flowise-rce-vulnerability-now-exploited-in-attacks/?utm_source=openai)) The exploitation of this vulnerability underscores the persistent threat posed by unpatched software in widely used AI development tools. Organizations leveraging Flowise must prioritize immediate updates to mitigate potential breaches and safeguard sensitive data. ([bleepingcomputer.com](https://www.bleepingcomputer.com/news/security/max-severity-flowise-rce-vulnerability-now-exploited-in-attacks/?utm_source=openai))
5 months ago
Kill Chain
Snowflake Data Breach 2026: Lessons in Third-Party Integration Security
In April 2026, over a dozen companies experienced data theft attacks following a breach at a SaaS integration provider, leading to the theft of authentication tokens. The majority of these attacks targeted Snowflake, a cloud-based data platform. Snowflake detected unusual activity in a small number of customer accounts linked to a specific third-party integration and promptly initiated an investigation, securing the affected accounts and notifying impacted customers. The attacks did not involve any vulnerability or compromise of Snowflake's systems. The ShinyHunters extortion group claimed responsibility for the attacks, stating they had stolen data from dozens of companies and were demanding ransom payments to prevent the release of the stolen data. The group also attempted to steal data from Salesforce but were thwarted by AI detection mechanisms. This incident underscores the critical importance of securing third-party integrations and the growing threat posed by sophisticated cybercriminal groups like ShinyHunters.
5 months ago
Kill Chain
Security Research & Insights
Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs
The Edge Device Isn't Your Last Line of Defense. It's Their First Target.
AI Trust Abuse: A Detection Engineer's Field Guide to Agent-Abuse Attacks
Aug 18, 2026
OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.
Market Perspectives
Market Perspectives offering expert commentary and select breach analysis from industry leaders
What Could Have Stopped the 2023 MGM Breach? A Study in the Power of Embedded Zero Trust
The Zero Trust Gap: Only 8% of US Enterprises Use Zero Trust Architectures
HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data
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.
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.
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.
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.
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.
