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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 5293 to 5304 of 5322
How Attackers Are Sidestepping macOS Built-in Security in 2024
In 2024, researchers and incident responders observed a sophisticated wave of cyberattacks targeting macOS systems, where adversaries adapted to built-in security protections such as Keychain, Gatekeeper, TCC, and System Integrity Protection. Threat actors leveraged utilities like Chainbreaker to extract password data, employed social engineering to bypass File Quarantine and Gatekeeper, and manipulated permission prompts through clickjacking techniques. By exploiting command-line utilities, attackers disabled or evaded standard protections, leading to potential exposure of sensitive credentials and increased risk of full system compromise. The macOS attack landscape continues to evolve, with adversaries innovating to evade resilient, native defenses. Rising adoption of macOS in enterprise environments and the seamless integration with personal devices make these evasion TTPs especially critical for security teams and compliance requirements focused on regulated and sensitive data.
7 months ago
Kill Chain
2025 Spotlight: ESET Uncovers First AI-Powered PromptLock Ransomware
In September 2025, ESET Research identified PromptLock, the first documented case of AI-powered ransomware. While not deployed in active attacks, PromptLock is a sophisticated proof-of-concept that leverages OpenAI’s gpt-oss-20b model via the Ollama API to create malicious Lua scripts in real-time. Written in Golang for both Windows and Linux, PromptLock automates enumeration, exfiltration, and encryption of target system files, with variants found on VirusTotal. Its design demonstrates the feasibility of AI-augmented malware, where dynamic scripting enables rapid adaptation to environments and highly automated attack flows. PromptLock’s discovery highlights the emergence of AI-driven tactics that could accelerate ransomware development and proliferation. As AI tools become more accessible, the risk of advanced, autonomous threats challenging enterprise security controls grows sharply, signaling a pivotal shift in the threat landscape.
7 months ago
Kill Chain
DSLRoot & the Legal Botnet Threat: How Proxy Networks Create Global Security Gaps
In August 2025, longstanding residential proxy provider DSLRoot was exposed for recruiting US residents to host dedicated proxy devices on their home Internet lines, including high-risk individuals such as a U.S. Air National Guard member with top-secret clearance. The company, with origins and affiliations in Russia and Eastern Europe, leverages consent-based proxy networks—sometimes referred to as 'legal botnets'—enabling anonymized traffic redirection and potential abuse by third parties. DSLRoot's proxies are promoted on underground forums and have leveraged adware pay-per-install schemes, bypassing traditional ISP terms and offering services worldwide. The incident raised concerns about unmanaged East-West network traffic, lack of egress controls, and gaps in threat detection on residential endpoints, highlighting the ease with which attackers or unauthorized users can exploit commoditized infrastructure for fraud, anonymity, or more severe criminal purposes. This case underscores the growing risks of proxy network abuse, which threatens both enterprise and government environments by eroding identity controls and facilitating untraceable activity. The increasing prevalence of 'legal botnets' fueled by incentives and lax regulation makes this a high-priority issue for organizations seeking to enforce policy, maintain compliance, and detect anomalous traffic patterns across diverse environments.
7 months ago
Kill Chain
Inside the 2025 Salesloft Supply Chain Breach: Token Theft at Scale
In August 2025, Salesloft, a leading AI chatbot provider, suffered a significant supply chain compromise when attackers exfiltrated authentication tokens via its Drift integration. The breach allowed unauthorized access to hundreds of customer-connected services, including Salesforce, Slack, Google Workspace, Amazon S3, Azure, and OpenAI, impacting more than 5,000 customers. The attackers, tracked as UNC6395 and possibly linked to ShinyHunters or Scattered Spider, began siphoning sensitive corporate data from at least August 8 to August 18, 2025. The incident led to mass data theft, urgent token invalidation efforts, and subsequent blocking of Drift integrations by Salesforce. This breach highlights the surging threats posed by identity-driven attacks and the risks of over-permissive third-party integrations in the enterprise cloud ecosystem. As attackers increasingly exploit centralized authentication and SSO environments, organizations face urgent pressure to revisit access controls and strengthen detection of abuse within legitimate user sessions.
7 months ago
Kill Chain
Azure AD Credential Exposure: Public Config File Leak Spotlights Cloud Risks
In early 2024, a significant security incident was discovered involving the inadvertent exposure of Azure Active Directory credentials via a misconfigured JSON configuration file. The public accessibility of this file enabled malicious actors to directly authenticate against Microsoft’s OAuth 2.0 endpoints, bypassing traditional security controls and potentially infiltrating cloud environments. Attackers leveraged this cloud misconfiguration to escalate cloud access, risking business-critical Azure resources, data loss, and lateral movement inside affected organizations. Detection came after researchers observed unusual authentication patterns linked to public file sharing, prompting rapid investigation and remediation efforts. The incident underscores how easily overlooked misconfigurations can undermine enterprise cloud security and compliance obligations. The breach highlights ongoing challenges as organizations migrate sensitive workflows to the cloud. Public file exposure, credential leakage, and abuse of identity platforms like Azure Active Directory remain top attack vectors. This incident amplifies recent regulatory scrutiny, reinforces the need for cloud visibility and zero trust practices, and signals rising attacker sophistication in exploiting misconfigured storage and identity controls.
7 months ago
Kill Chain
Phishing Empire Unmasked: How Cloud Phishing-as-a-Service Campaigns Evade Detection
In 2024, a sophisticated phishing-as-a-service (PhaaS) operation leveraged Google and Cloudflare infrastructure to host undetectable phishing sites for over three years. By employing advanced cloaking techniques and encrypted traffic, threat actors were able to evade detection by security platforms and browsers, targeting users globally and harvesting credentials at scale. The persistent campaign highlights the effectiveness of public cloud abuse for malicious operations and the operational difficulties organizations face in detecting and mitigating such well-cloaked threats. This incident underscores a growing trend: cybercriminals turning to public cloud providers for reliable infrastructure and exploiting their reputation to bypass security controls. It also signals the adaptability of phishing campaigns and the need for enhanced monitoring and zero trust strategies in response to evolving attacker TTPs.
7 months ago
Kill Chain
APT28 Exploits Microsoft Outlook: Inside the 2024 NotDoor Backdoor Attack
In 2024, the Russian state-sponsored group APT28 (also known as Fancy Bear) leveraged a new backdoor called "NotDoor" to infiltrate targeted organizations via Microsoft Outlook. Researchers from Lab52 revealed that attackers delivered NotDoor using DLL sideloading through OneDrive.exe, enabling them to bypass Outlook's macro security and gain persistent access. Once deployed, NotDoor monitored incoming Outlook emails for specific trigger words, allowing APT28 to exfiltrate sensitive data, upload malicious files, and execute remote commands without detection. Outlook's native functions were abused to provide covert communications and stealthy data transfers, making detection difficult. This incident illustrates the continued evolution of state-sponsored attack methods, especially the abuse of ubiquitous business software like Microsoft Outlook for stealthy, command-and-control operations. Organizations face mounting pressure to address advanced persistent threats exploiting native application behaviors and to enhance email and endpoint security in response to these sophisticated tactics.
7 months ago
Kill Chain
Inside the Salesloft Drift Supply Chain Breach: How OAuth Token Theft Exposed SaaS Leaders
In August 2023, the threat group UNC6395 exploited a vulnerability in Salesloft’s Drift SaaS marketing platform, targeting OAuth and refresh tokens stored within its Salesforce integration. By leveraging these stolen tokens, attackers performed lateral movement into several customer Salesforce environments, extracting business contact records, support case data, and in some instances, sensitive configuration details and access credentials from high-profile clients such as Zscaler, Palo Alto Networks, Cloudflare, Proofpoint, and Tenable. Salesloft and Salesforce responded by revoking tokens and disabling integrations, while impacted organizations rushed to assess and mitigate the damage. This incident underscores the persistent risk of supply chain compromises targeting SaaS integrations and identity-based authentication mechanisms. As attackers increasingly leverage token theft for stealthy, authorized access, organizations must adopt granular permissions, token security best practices, and rapid credential rotation to safeguard against similar threats.
7 months ago
Kill Chain
European Crypto Fraud Ring Dismantled After €100 Million Theft
In September 2025, European law enforcement agencies coordinated by Eurojust and Europol dismantled a cryptocurrency investment fraud ring, arresting five suspects linked to more than €100 million ($118 million) in stolen funds. The operation, spanning several countries including Spain, Portugal, Bulgaria, Italy, Lithuania, and Romania, targeted a sophisticated group that lured victims with promises of high returns through professional online platforms. Funds from over 100 victims across 23 countries were diverted into controlled accounts, masked by additional recovery fees and subsequent website takedowns, resulting in substantial losses and significant reputational damage. This incident underscores the growing scale and sophistication of crypto-based financial fraud targeting both individuals and organizations globally. The case highlights the necessity for robust fraud prevention, regulatory vigilance, and proactive threat detection in the rapidly evolving crypto investment landscape.
7 months ago
Kill Chain
FDN3’s Massive Brute-Force Attacks Target VPN & RDP Devices Globally (2025)
Between June and July 2025, Ukrainian autonomous system FDN3 (AS211736) orchestrated large-scale brute-force and password spraying attacks targeting SSL VPN and Remote Desktop Protocol (RDP) devices across multiple regions. The campaign, identified and attributed by French cybersecurity firm Intrinsec, involved distributed login attempts to compromise organizations’ remote access infrastructure using stolen or weak credentials. This led to unauthorized system access, at-risk sensitive data, and the potential for further lateral movement inside target environments. The attack underscored the critical vulnerabilities that arise when VPNs and RDP servers are exposed without adequate security controls. This incident is emblematic of the growing trend of threat actors exploiting internet-facing authentication portals with automated credential attacks. As organizations continue to rely on remote access solutions, adversaries are increasingly targeting SSL VPN and RDP endpoints to gain initial entry—a method further complicated by the prevalence of weak password policies, limited anomaly detection, and insufficient segmentation.
7 months ago
Kill Chain
Rapper Bot: How a 2025 IoT DDoS-for-Hire Botnet Fueled Global Extortion
In August 2025, Ethan J. Foltz of Springfield, Oregon was arrested and charged with operating 'Rapper Bot,' a global botnet composed of approximately 65,000 compromised Internet of Things (IoT) devices. Foltz and an unidentified partner rented the botnet to extortionists, enabling massive distributed denial-of-service (DDoS) attacks—some surpassing six terabits per second—that disrupted services including Twitter/X and targeted various global networks, with victims concentrated in China, Japan, the United States, Ireland, and Hong Kong. The botnet, inspired by fBot/Satori and Mirai code, launched over 370,000 attacks against 18,000 unique victims between April and August 2025. Investigators traced the operation through hosting records, PayPal, and Telegram chats, ultimately apprehending Foltz and tying the extortion activities to the U.S. Department of Defense network attacks. This breach underscores the ongoing threat posed by commercially operated, IoT-based DDoS-for-hire services, which enable large-scale attacks while evading detection through careful operational security and botnet size management. As extortion tactics and DDoS capabilities evolve, organizations across industries face increasing pressure to implement resilient network defenses and real-time threat visibility.
7 months ago
Kill Chain
CISA, FBI, and NSA Warn: China-Backed APTs Compromise Global Critical Infrastructure
In June 2024, leading international cybersecurity agencies—including the CISA, FBI, and NSA—issued a joint advisory detailing the extensive, multi-year espionage campaign attributed to Chinese state-backed actors such as Salt Typhoon. These APTs have targeted critical infrastructure sectors including telecommunications, government, transportation, and defense, largely by exploiting known vulnerabilities in network hardware like routers and firewalls since at least 2021. Attackers leveraged tactics such as modifying access control lists, opening non-standard ports, establishing persistent footholds, and actively capturing sensitive network traffic for credential harvesting, with the aim of gaining long-term, stealthy access and potential disruption capability across global networks. This incident underscores a major strategic escalation from pure data theft to pre-positioning for possible future disruption of vital services. Organizations face heightened pressure to implement robust detection, network segmentation, and security hardening, as state-sponsored campaigns become more brazen and influential across global critical systems.
7 months ago
Kill Chain
Security Research & Insights
Security Research & Insights with human-led deep dives into campaigns and cloud-native TTPs

OpenAI Lost Control of Its Models. Then Anthropic Did Too. That Is Not a Coincidence.

Attackers Learned to Use AI. Now They Built Tools to Destroy It.

Living-off-the-Agent: How AI Tool Misuse Became the Insider Threat Nobody Provisioned
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.

