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 4117 to 4128 of 5957
Salt Typhoon Exploits Redis Unauthenticated RCE: 2026 Lessons for Zero Trust
In early January 2026, a critical security flaw was discovered in Redis servers that allowed unauthenticated remote code execution (RCE). Exploited by a new threat group dubbed Salt Typhoon, the attackers leveraged unencrypted traffic and lack of east-west network controls to gain foothold via exposed Redis instances. The operation enabled lateral movement within affected organizations’ environments, resulting in rapid credential access and potential data exfiltration. Numerous enterprises faced service disruptions and urgent patching efforts, as exploitation spread quickly amidst widespread cloud and on-prem deployments. This incident highlights the resurgence of unauthenticated RCE exploits targeting core data store infrastructure, particularly where zero trust segmentation and encrypted traffic policies are not rigorously applied. Growing attacker interest in lateral movement, compounded by hybrid cloud complexity, has made traditional perimeter defenses insufficient.
8 months ago
Kill Chain
Chrome AI Extensions Breach: 900,000 Users’ Chat Data Stolen Through Infostealer Malware
In January 2026, two widely used Chrome extensions marketed as AI workflow assistants were discovered stealing ChatGPT and DeepSeek chat data from over 900,000 users. Threat actors leveraged the popularity of generative AI tools, distributing the malicious extensions through official and third-party repositories. Once installed, these extensions exfiltrated sensitive conversations and user data by intercepting traffic and bypassing standard browser security controls. The incident revealed significant vulnerabilities in the supply chain of browser add-ons and highlighted the ease with which infostealers can abuse trust in AI-powered productivity tools. Organizations and individuals relying on browser-based AI helpers were left exposed, with the compromised data raising regulatory and reputational concerns. This breach underscores a growing trend where attackers target the workflows and integrations surrounding AI, rather than the AI models themselves. The rise in infostealers embedded within productivity tools calls for urgent improvements to extension vetting, zero trust segmentation, and East-West traffic security.
8 months ago
Kill Chain
Critical WordPress Modular DS Plugin Vulnerability Enables Site Takeover
In January 2026, a critical security vulnerability (CVE-2026-23550, CVSS 10.0) surfaced in all versions of the WordPress Modular DS plugin prior to 2.5.2. The flaw allowed unauthenticated attackers to escalate privileges and take over administrator accounts by exploiting a combination of weak route authentication and permissive auto-login features, impacting over 40,000 active websites. Active exploitation began on January 13, 2026, with attackers leveraging specifically crafted HTTP GET requests through the exposed "/api/modular-connector/login/" endpoint and originating from known malicious IPs. Compromised sites faced risks of full takeover, data exfiltration, or malware delivery. This incident underscores the growing trend of supply-chain and plugin-based attacks in widely used web platforms, highlighting attackers’ shift to exploiting software design weaknesses over traditional single code bugs. The case serves as a cautionary tale for organizations reliant on third-party integrations and CMS plugins, reinforcing the importance of timely patching and continuous risk assessments.
8 months ago
Kill Chain
AWS CodeBuild Misconfiguration Put GitHub Supply Chain at Risk in 2025
In September 2025, a critical misconfiguration in AWS CodeBuild was discovered by cloud security firm Wiz, potentially allowing attackers to gain full control over AWS's own public GitHub repositories, including the widely-used AWS JavaScript SDK. This vulnerability, dubbed 'CodeBreach,' arose when certain IAM roles in CodeBuild pipelines were over-privileged and could access connected GitHub repository OAuth tokens without sufficiently restrictive permissions. If exploited, an attacker could have injected malicious code into key software supply chains, jeopardizing thousands of AWS customer environments globally. AWS promptly remediated the flaw following responsible disclosure, averting a major breach. This incident highlights the persistent risks posed by cloud misconfigurations and the growing focus of attackers on software supply chains. With rapid cloud adoption, organizations must remain vigilant to configuration drift and privilege escalation risks inherent in third-party integration, especially as regulatory scrutiny and supply chain attacks continue to escalate.
8 months ago
Kill Chain
Schneider Electric EcoStruxure Rapsody Software Vulnerabilities Threaten Critical Infrastructure in 2026
In January 2026, Schneider Electric disclosed multiple critical software vulnerabilities (CVE-2025-13844, CVE-2025-13845) in its EcoStruxure Power Build Rapsody platform, widely used in the energy, manufacturing, and commercial facilities sectors. The flaws—specifically double free and use after free issues—stem from improper memory management when importing malicious project files, enabling local attackers to potentially execute arbitrary code. Impacted product versions are deployed worldwide. Schneider Electric and independent security researchers reported these vulnerabilities, urging customers to upgrade immediately or apply mitigations to prevent unauthorized system access and memory corruption. This incident highlights the continued threat posed by software supply chain attacks and memory corruption vulnerabilities in critical infrastructure environments. As attackers shift towards exploiting insecure file imports and legacy software flaws, organizations must prioritize secure software lifecycle management and timely patching to counter emerging risks.
8 months ago
Kill Chain
Siemens Edge Device Vulnerability Exposes Critical Manufacturing Operations in 2026
In January 2026, Siemens disclosed a critical authorization bypass vulnerability (CVE-2025-40805) affecting a broad range of its Industrial Edge Devices and operator panels. The flaw allows an unauthenticated remote attacker to circumvent user authentication by exploiting weaknesses in certain API endpoints, enabling impersonation of legitimate users. Exploitation requires knowledge of a valid user identity. Siemens promptly released patches and mitigation recommendations for impacted devices, but multiple models remain without fixes as of the initial disclosure, heightening operational risk in environments relying on these devices. This incident underscores the ongoing threat posed by API weaknesses and identity-driven attacks in critical manufacturing and operational technology sectors. As API-driven automation proliferates in industry, organizations must rapidly address such vulnerabilities in devices that underpin essential infrastructure.
8 months ago
Kill Chain
Siemens SINEC Security Monitor: 2025 Vulnerabilities Expose Industrial OT Risks
In December 2025, Siemens disclosed two medium-severity vulnerabilities (CVE-2025-40830 and CVE-2025-40831) affecting SINEC Security Monitor software prior to version 4.10.0. The first vulnerability allows authenticated, low-privileged local users to bypass authorization controls and read or write arbitrary files on the server or sensor, potentially resulting in data tampering or unauthorized access. The second flaw enables an authenticated low-privileged attacker to cause a denial of service in the reporting module through improper input validation. Siemens and CISA recommend upgrading to version 4.10.0 and strongly advise hardening network access to affected devices. This incident highlights the ongoing risks posed by privilege escalation and input validation flaws, especially in critical infrastructure management software. As regulatory scrutiny over operational technology intensifies and attackers increasingly exploit supply chain and lateral movement techniques, maintaining timely patching and rigorous security baselines is essential to minimize the risk of compromise.
8 months ago
Kill Chain
Siemens 2026 Vulnerability Disclosure: New Multi-CVE Risks in RUGGEDCOM APE1808 Devices
In January 2026, Siemens disclosed multiple security vulnerabilities (including four CVEs: CVE-2025-40891, CVE-2025-40892, CVE-2025-40893, and CVE-2025-40898) affecting its RUGGEDCOM APE1808 devices used in critical manufacturing environments globally. The vulnerabilities include two types of stored cross-site scripting (XSS) and a path traversal flaw, exposing risks such as client-side code execution, privilege escalation, and manipulation of sensitive device configuration. Successful exploitation could enable unauthenticated or authenticated attackers to inject malicious code, alter reports, or compromise system availability, although Siemens’ additional input validation and content security policies restrict some impact scope. The company is working on fix versions and urges customers to apply recommended mitigations and patches promptly. The exposure of critical infrastructure devices to these vulnerabilities highlights the urgent need for robust patch management and network segmentation, especially given the industrial sector’s growing attractiveness to cyberattackers. The incident underscores the rising prevalence of complex, multi-vector attacks targeting operational technology (OT) environments and the increased regulatory pressures demanding enhanced security vigilance and rapid incident reporting.
8 months ago
Kill Chain
Critical Authorization Bypass Hits Siemens Industrial Edge in 2026
In January 2026, Siemens disclosed a critical vulnerability (CVE-2025-40805) affecting the Industrial Edge Device Kit line for both arm64 and x86-64 architectures. The flaw, present in numerous firmware versions, allows unauthenticated remote attackers to bypass user authentication on specific API endpoints by exploiting an authorization weakness. An attacker who learns a legitimate user’s identity could leverage this to impersonate that user and gain illicit control or visibility within industrial environments. Siemens promptly released security updates and mitigation guidance for impacted devices, urging organizations to update or restrict network access as a preventive measure. This incident highlights increasing risks to operational technology (OT) and critical infrastructure, as authentication flaws in widely deployed industrial solutions can expose factories and utilities globally. The CVE underscores growing threats facing manufacturing, regulatory pressure for timely patching, and ongoing urgency for zero trust controls in industrial systems.
8 months ago
Kill Chain
AVEVA 2026: Critical ICS Vulnerabilities Put Manufacturing at Risk
In January 2026, AVEVA disclosed seven critical vulnerabilities in its Process Optimization suite, widely used by critical manufacturing and infrastructure sectors worldwide. The flaws, reported by Veracode’s Christopher Wu, include unauthenticated remote code execution, SQL injection, privilege escalation, code injection, and cleartext transmission of sensitive data. Attackers exploiting these vulnerabilities could fully compromise servers, escalate user privileges, access sensitive process data, and potentially undermine operational continuity or safety. Affected versions include all AVEVA Process Optimization releases up to and including 2024.1. These vulnerabilities highlight increasing targeting of industrial control and process optimization platforms, exposing gaps in legacy ICS security. With global critical infrastructure at risk and exploitation methods aligned with broader trends in supply chain and lateral movement attacks, this incident underscores urgent needs for robust security controls, ongoing software updates, and regulatory compliance in the ICS/OT domain.
8 months ago
Kill Chain
Siemens 2026: Denial-of-Service Flaw Impacts SIMATIC & SIPLUS ICS Devices
In January 2026, Siemens publicly disclosed a denial-of-service vulnerability (CVE-2025-40944) impacting multiple SIMATIC and SIPLUS products used widely in critical manufacturing environments. The flaw allows an attacker to send a specially crafted S7 protocol Disconnect Request (COTP DR TPDU) over TCP port 102, which causes affected devices to become unresponsive, requiring a physical power cycle to restore service. While some products have received security updates, many still await permanent fixes. Incident response measures include network segmentation and port filtering to mitigate risk, as exploitation could disrupt operational technology and industrial control systems worldwide. This incident is especially relevant amid the ongoing focus on industrial cyber defenses, as threat actors increasingly target operational technology. The vulnerability highlights persistent risks from protocol weaknesses and layered third-party supply chains, underscoring the importance of proactive risk management, segmentation, and maintaining up-to-date mitigations in ICS environments.
8 months ago
Kill Chain
Siemens RUGGEDCOM ROS 2025: TLS Input Validation Vulnerability Disrupts Industrial Devices
In December 2025, Siemens disclosed a vulnerability (CVE-2025-40935) affecting multiple RUGGEDCOM ROS devices widely used in industrial control environments. The flaw resides in improper input validation during the TLS certificate upload process, which could allow an authenticated remote attacker to crash and automatically reboot the affected device, causing a temporary denial of service. Siemens promptly released security updates (V5.10.1 or later), and CISA amplified the advisory to increase awareness across critical infrastructure sectors globally. The vulnerability mainly impacts operational continuity, as no data compromise or persistent system access was observed. This incident underscores growing concerns about device-level vulnerabilities in operational technology environments, particularly as attackers increasingly target the industrial sector. The urgency around patching and secure configuration reflects an industry-wide shift toward defense-in-depth strategies and proactive risk mitigation for critical infrastructure.
8 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.

