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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 1813 to 1824 of 6877 threat reports

AI Notetaker Vulnerability Exposes Sensitive Government and Corporate Meetings
Government Administration3 months ago

AI Notetaker Vulnerability Exposes Sensitive Government and Corporate Meetings

In August 2026, a significant security vulnerability was discovered in tl;dv, an AI-powered meeting assistant used by over two million users, including government agencies and large corporations. Due to a misconfiguration in its Google Firebase backend, any authenticated user could access other users' meeting information, including metadata and email addresses. Exploiting this flaw, attackers were able to join sensitive video calls, posing substantial risks to confidentiality and data integrity. This incident underscores the critical importance of securing cloud-based services and the potential consequences of misconfigurations. As organizations increasingly rely on AI tools for productivity, ensuring robust security measures and regular audits is essential to prevent unauthorized access and data breaches.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(low)
EExfiltration(medium)
IImpact(high)
Read report
N-able RMM Vulnerability Exploited in Supply-Chain Attack
Information Technology/IT3 months ago

N-able RMM Vulnerability Exploited in Supply-Chain Attack

In August 2026, N-able disclosed that attackers exploited a patch bypass vulnerability (CVE-2026-18577) in its N-central remote monitoring and management (RMM) platform. This flaw allowed unauthorized administrative access to customer environments. The attackers utilized the 'Take Control' feature to connect to systems within the managed environment and established persistence by registering a new service for a CloudFlare tunnel. N-able promptly developed and released a fix, urging customers to upgrade to version 2026.3.1.7. The incident underscores the critical importance of timely patch management and vigilance in monitoring RMM tools, as they can serve as potent vectors for supply-chain attacks. Organizations must ensure that such platforms are regularly updated and monitored to prevent unauthorized access and potential data breaches.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Surge in Device Code Phishing and Vishing Attacks in 2026
Financial Services3 months ago

Surge in Device Code Phishing and Vishing Attacks in 2026

In the first half of 2026, CrowdStrike observed a 1,500% increase in device code phishing attacks and a doubling of voice phishing (vishing) incidents. Device code phishing, initially identified in 2020, gained traction among Russian state-sponsored actors by 2024 and has since been adopted by various cybercriminal groups. These attackers exploit device code authentication flows to compromise cloud identities, often bypassing traditional security measures. Concurrently, vishing campaigns have become more sophisticated, with threat actors like 'Cordial Spider' and 'Snarky Spider' targeting single sign-on (SSO) integrated SaaS applications. By directing victims to adversary-in-the-middle (AiTM) pages on mobile devices, these attackers circumvent conventional email security controls, facilitating unauthorized access to sensitive corporate data. The rapid adoption and evolution of these social engineering techniques underscore the need for organizations to enhance their security awareness training and implement robust multi-factor authentication mechanisms to mitigate the risks associated with these emerging threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(medium)
Read report
CISA Adds Exploited N-able N-central Flaw to KEV After Customer Compromises
Information Technology/IT3 months ago

CISA Adds Exploited N-able N-central Flaw to KEV After Customer Compromises

In August 2026, the U.S. Cybersecurity and Infrastructure Security Agency (CISA) added a high-severity vulnerability in N-able N-central, identified as CVE-2026-18577, to its Known Exploited Vulnerabilities catalog. This flaw, resulting from incomplete patching of a previous issue, allows authentication bypass and account takeover, enabling remote attackers to gain administrative access to N-central servers. Exploitation of this vulnerability has been observed, with attackers leveraging the built-in Take Control feature to pivot into managed endpoints and establish persistence mechanisms. Indicators of compromise include the presence of a 'svchost.exe' file in user documents folders and a registered service named 'Cloudflared,' a legitimate tunneling utility often misused for covert connections. Additionally, inbound connections from specific IP addresses associated with VPN services have been noted. N-able has acknowledged that a limited number of customers were affected and has released a patch in version 2026.3 HF1 to address the issue. This incident underscores the persistent targeting of remote monitoring and management (RMM) platforms by threat actors to facilitate unauthorized access and maintain footholds within organizational networks. The exploitation of CVE-2026-18577 highlights the critical need for organizations to promptly apply security patches and monitor for signs of compromise to mitigate potential threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
DOUBLECUP's Stealthy Malware Delivery via ClickFix and Steganography
Financial Services3 months ago

DOUBLECUP's Stealthy Malware Delivery via ClickFix and Steganography

In August 2026, a Russian Loader-as-a-Service (LaaS) named DOUBLECUP was identified utilizing ClickFix lures to embed steganographic PNG images into victims' browser caches. This method facilitated the delivery of CountLoader and a new remote access trojan, DeviceManager. The attack sequence involved dropping a PNG image into the browser cache, extracting hidden content, and executing a second-stage payload that decrypted the final malware using the victim's public IP address as a cryptographic key. DeviceManager employed EtherHiding to resolve its command-and-control infrastructure, communicating over HTTP or DNS tunneling. The DOUBLECUP service, active since June 2026, provided operators with licenses and client agents to create campaigns by embedding code into ClickFix landing pages. Each license included metadata such as the client's IP address, active days, label, and version, allowing multiple campaigns per license. The service also featured a Windows GUI client for configuration updates and command issuance. Campaigns leveraging DOUBLECUP impersonated CRM login pages, including NetSuite, Odoo, HubSpot, and Salesforce, to deliver the loader via embedded iframe elements. This approach led to the execution of ClickFix commands that searched the browser cache for the PNG image, extracted malicious scripts, and launched subsequent payloads. The attack chain concluded with the stager reconstructing and executing the final payload, establishing persistence, and exfiltrating system metadata. The emergence of DOUBLECUP underscores the evolving sophistication of cyber threats, particularly the use of steganography and environmental keying to evade detection. The integration of ClickFix lures with advanced payload delivery mechanisms highlights the need for enhanced security measures and user awareness to mitigate such threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(low)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
Critical cPanel Vulnerability CVE-2026-58048: Immediate Action Required
Internet3 months ago

Critical cPanel Vulnerability CVE-2026-58048: Immediate Action Required

In August 2026, cPanel addressed a critical vulnerability (CVE-2026-58048) that allowed authenticated users to execute SQL commands with root privileges, potentially leading to full server compromise. This flaw affected all supported versions of cPanel & WHM, as well as WP Squared. Exploitation required a valid cPanel account with access to MySQL/MariaDB features. The issue stemmed from improper handling during the database renaming process, enabling users to bypass standard privilege restrictions. cPanel released patches to mitigate this vulnerability and provided guidance for administrators unable to update immediately. This incident underscores the importance of timely patch management and the potential risks associated with privilege escalation vulnerabilities in widely used web hosting management software. Organizations should prioritize updating their systems and reviewing access controls to prevent unauthorized administrative actions.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
Google's ADK AI Workflows Removed After Security Vulnerability Uncovered
Computer Software/Engineering3 months ago

Google's ADK AI Workflows Removed After Security Vulnerability Uncovered

In August 2026, Google removed three AI agent workflows from its Agent Development Kit (ADK) Python repository after Pillar Security identified a vulnerability. The flaw allowed a public GitHub issue to manipulate a triage agent into triggering a privileged code-fixing agent, leading to potential arbitrary code execution and credential exposure. The attack exploited the trusted identity of the 'adk-bot' to bypass authorization checks, highlighting significant security gaps in the repository's automation processes. This incident underscores the critical need for robust security measures in CI/CD pipelines, especially when integrating AI agents. It highlights the importance of implementing strict authorization controls, segregating bot identities, and limiting token scopes to prevent similar vulnerabilities in the future.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(high)
IImpact(medium)
Read report
CISA Adds CVE-2026-18577 to Known Exploited Vulnerabilities Catalog
Information Technology/IT3 months ago

CISA Adds CVE-2026-18577 to Known Exploited Vulnerabilities Catalog

On August 3, 2026, the Cybersecurity and Infrastructure Security Agency (CISA) added CVE-2026-18577, an authentication bypass vulnerability in N-able N-central, to its Known Exploited Vulnerabilities (KEV) Catalog. This vulnerability allows attackers to gain unauthorized access to systems by exploiting an alternate path or channel, posing significant risks to federal enterprises. CISA's inclusion of this CVE underscores the critical nature of the flaw and the necessity for immediate remediation to prevent potential breaches. The addition of CVE-2026-18577 to the KEV Catalog highlights a growing trend of authentication bypass vulnerabilities being actively exploited. Organizations are urged to prioritize patching and implementing robust access controls to mitigate the risks associated with such vulnerabilities.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(medium)
Read report
Botnet Exploits Command Injection Vulnerabilities in Diagnostic Tools
Telecommunications3 months ago

Botnet Exploits Command Injection Vulnerabilities in Diagnostic Tools

In August 2026, cybersecurity researchers identified a botnet actively scanning for vulnerabilities in diagnostic tools across various web interfaces. The botnet targeted specific URLs associated with diagnostic functions, such as "/apply.cgi" and "/cgi-bin/diagnostic.cgi," exploiting known command injection vulnerabilities like CVE-2024-12856 and CVE-2013-7179. These vulnerabilities allowed attackers to execute arbitrary commands on affected systems, potentially leading to unauthorized access and data exfiltration. The exploitation of diagnostic tools underscores the critical need for secure coding practices and regular vulnerability assessments to prevent such attacks. This incident highlights a growing trend where botnets leverage command injection flaws in diagnostic utilities to compromise systems. Organizations must prioritize the security of diagnostic interfaces, ensuring they are not exposed to unauthorized access and are regularly updated to mitigate known vulnerabilities. Implementing robust input validation and employing secure coding practices are essential steps in defending against such threats.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(medium)
LMLateral Movement(medium)
C&CCommand & Control(medium)
EExfiltration(medium)
IImpact(low)
Read report
Keyv npm Worm Supply Chain Attack: A 2026 Case Study
Computer Software/Engineering3 months ago

Keyv npm Worm Supply Chain Attack: A 2026 Case Study

In August 2026, a credential-stealing worm was discovered in the npm package 'keyv@6.0.0', rapidly spreading to hundreds of packages across multiple organizations. The malware utilized a 'preinstall' script to execute within developer and continuous integration environments, harvesting sensitive credentials such as repository access tokens, cloud service keys, and private keys. This allowed the attacker to further propagate the infection by publishing compromised versions of additional packages. The Keyv repository also contained malicious hooks in Claude Code and Visual Studio Code configurations, enabling payload execution when users trusted the workspace or permitted project configurations. This incident underscores the escalating threat of supply chain attacks targeting open-source ecosystems. The self-propagating nature of the worm highlights the critical need for robust security measures in package management and development environments. Organizations must implement stringent controls over dependency management, regularly audit third-party packages, and ensure that development tools are configured to prevent unauthorized script execution during package installation.

High impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(high)
IImpact(high)
Read report
SMOKE#SCREEN Campaign: Exploiting Trusted Platforms for Persistent Remote Access
Information Technology/IT3 months ago

SMOKE#SCREEN Campaign: Exploiting Trusted Platforms for Persistent Remote Access

In August 2026, cybersecurity researchers identified an active campaign, dubbed SMOKE#SCREEN, leveraging social engineering tactics themed around Adobe and Zoom software updates to deploy Remote Monitoring and Management (RMM) tools like ConnectWise ScreenConnect. The attackers utilized VBScript droppers, batch file loaders, and .NET executables, directing victims to a WsgiDAV-based staging server. Successful breaches resulted in persistent remote access to compromised systems via ScreenConnect agents connecting to attacker-controlled relay servers. The campaign's initial access vector was spear-phishing emails containing obfuscated VBScript droppers that performed environment checks before executing malicious payloads. Notably, the attackers employed trusted hosting services like Dropbox and Cloudflare to evade detection, highlighting the increasing abuse of legitimate RMM tools to bypass security controls and blend into enterprise environments. This incident underscores a growing trend where threat actors exploit legitimate RMM tools to establish persistent access within enterprise networks. The use of trusted platforms for payload delivery complicates detection and mitigation efforts, emphasizing the need for organizations to enhance monitoring of RMM tool usage and implement stringent controls over software update processes to prevent similar attacks.

Critical impact

Kill Chain

ICInitial Compromise(high)
PEPrivilege Escalation(high)
LMLateral Movement(high)
C&CCommand & Control(high)
EExfiltration(medium)
IImpact(medium)
Read report
NOVA's AI-Driven Vulnerability Discovery: A Cybersecurity Game-Changer
Computer Software/Engineering3 months ago

NOVA's AI-Driven Vulnerability Discovery: A Cybersecurity Game-Changer

In August 2026, Palo Alto Networks' Unit 42 unveiled the Network and Open-Source Vulnerability Analyzer (NOVA), an autonomous system leveraging frontier AI models to discover vulnerabilities in open-source software. Over two months, NOVA analyzed 3,915 projects, uncovering 14,090 vulnerabilities, 99.4% previously unreported, with 40% classified as high or critical severity. This rapid discovery underscores the transformative impact of AI on cybersecurity, significantly reducing the time between vulnerability identification and potential exploitation. The accelerated pace of vulnerability discovery necessitates immediate adaptation in cybersecurity strategies. Organizations must implement advanced virtual patching, enhance software supply chain security, and adopt zero-trust architectures to mitigate risks in this evolving threat landscape.

Medium impact

Kill Chain

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