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

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 4921 to 4932 of 6939 threat reports

Information Technology/IT9 months ago

Critical Unauthenticated RCE Vulnerability in SmarterMail (CVE-2026-24423) Discovered

In January 2026, a critical unauthenticated remote code execution (RCE) vulnerability, identified as CVE-2026-24423, was discovered in SmarterTools SmarterMail versions prior to build 9511. This flaw resided in the ConnectToHub API method, allowing attackers to direct the SmarterMail server to a malicious HTTP server that delivers harmful OS commands, which the vulnerable application would then execute. The vulnerability was independently identified by multiple researchers, including those from VulnCheck and CODE WHITE GmbH. SmarterTools addressed this issue by releasing build 9511 on January 15, 2026, which patches the vulnerability. Organizations using affected versions are strongly advised to update to the latest build to mitigate potential exploitation risks. ([vulncheck.com](https://www.vulncheck.com/blog/smartermail-connecttohub-rce-cve-2026-24423?utm_source=openai)) The discovery of CVE-2026-24423 underscores the persistent threat posed by unauthenticated RCE vulnerabilities in widely used software. Such vulnerabilities can lead to complete system compromise, data exfiltration, and service disruption. The incident highlights the critical importance of timely software updates and vigilant monitoring of security advisories to protect organizational infrastructure from emerging threats.

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Computer Software/Engineering9 months ago

Google Engineer Convicted of AI Trade Secrets Theft for China Startup

In January 2026, former Google engineer Linwei Ding was convicted on seven counts of economic espionage and seven counts of theft of trade secrets. Between May 2022 and April 2023, Ding illicitly transferred over 2,000 confidential documents related to Google's AI technology to his personal Google Cloud account. These documents detailed proprietary information about Google's supercomputing data center infrastructure, including custom Tensor Processing Unit chips, Graphics Processing Unit systems, and the Cluster Management System software. During this period, Ding secretly affiliated with two China-based technology companies, including founding Shanghai Zhisuan Technologies Co., while still employed at Google. He employed deceptive tactics to conceal his activities, such as copying data into the Apple Notes application and converting them to PDFs before uploading them to his personal account. The scheme was uncovered when Google discovered Ding's public presentation in China to potential investors about his startup. This case underscores the persistent threat of insider threats and economic espionage, particularly in the competitive field of artificial intelligence. Organizations must remain vigilant in protecting their intellectual property and sensitive information from both internal and external threats. The incident highlights the importance of robust security measures and monitoring systems to detect and prevent unauthorized access and data exfiltration.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(high)

IImpact(high)

Read report

Government Administration9 months ago

UAT-8099's Exploitation of IIS Servers in Asia Using BadIIS Malware

Between late 2025 and early 2026, the China-linked threat actor UAT-8099 launched a campaign targeting vulnerable Internet Information Services (IIS) servers across Asia, with a particular focus on Thailand and Vietnam. The attackers exploited security vulnerabilities to gain initial access, deploying web shells and leveraging tools like GotoHTTP for remote control. They installed customized variants of the BadIIS malware to manipulate search engine optimization (SEO) rankings, redirecting users to malicious sites and exfiltrating sensitive data. This operation underscores the evolving tactics of cybercriminals in exploiting web server vulnerabilities for financial gain and data theft. Organizations are urged to strengthen their server defenses and monitor for signs of such sophisticated intrusions. ([thehackernews.com](https://thehackernews.com/2026/01/china-linked-uat-8099-targets-iis.html?utm_source=openai))

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(high)

EExfiltration(medium)

IImpact(high)

Read report

Computer Software/Engineering9 months ago

Malicious Chrome Extensions Compromise User Security by Hijacking Affiliate Links and Stealing ChatGPT Tokens

In January 2026, cybersecurity researchers uncovered a series of malicious Google Chrome extensions designed to hijack affiliate links and steal OpenAI ChatGPT authentication tokens. Notably, the 'Amazon Ads Blocker' extension, uploaded by '10Xprofit' on January 19, 2026, claimed to block Amazon ads but covertly injected the developer's affiliate tag into product links, replacing existing ones. This extension was part of a larger cluster targeting e-commerce platforms like AliExpress, Amazon, Best Buy, Shein, Shopify, and Walmart. Additionally, 16 other extensions masquerading as ChatGPT productivity tools were found to exfiltrate ChatGPT session tokens, granting attackers full access to users' conversation histories and associated data. This incident underscores the growing trend of malicious browser extensions exploiting the popularity of AI tools and e-commerce platforms. The deceptive nature of these extensions, often appearing legitimate and even bearing 'Featured' badges, highlights the need for heightened vigilance among users and stricter vetting processes by browser extension stores to prevent such security breaches.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(high)

EExfiltration(high)

IImpact(medium)

Read report

Computer Software/Engineering9 months ago

OpenClaw AI's Security Challenges in 2026: A Wake-Up Call for AI Deployment

In January 2026, the open-source AI assistant OpenClaw (formerly known as Clawdbot and Moltbot) faced significant security vulnerabilities due to its deep system access and widespread misconfigurations. Users inadvertently exposed control panels and API keys, leading to unauthorized access and potential data breaches. Additionally, the platform's susceptibility to prompt injection attacks allowed malicious actors to manipulate the AI into executing unintended commands, posing severe risks to user data and system integrity. ([axios.com](https://www.axios.com/2026/01/29/moltbot-cybersecurity-ai-agent-risks?utm_source=openai)) The incident underscores the critical need for robust security measures in AI deployments, especially as autonomous agents gain popularity. Organizations must prioritize secure configurations, implement strict access controls, and conduct regular security audits to mitigate risks associated with AI assistants like OpenClaw.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(high)

IImpact(high)

Read report

Information Technology/IT9 months ago

Critical Unauthenticated RCE Vulnerability in n8n (CVE-2026-21858)

In early January 2026, a critical vulnerability, CVE-2026-21858, was discovered in n8n, an open-source workflow automation platform. This flaw, dubbed 'Ni8mare,' allows unauthenticated remote code execution due to improper input validation in form-based workflows. Exploiting this vulnerability enables attackers to gain full control over affected servers, leading to potential data theft, workflow manipulation, and system compromise. ([purple-ops.io](https://www.purple-ops.io/resources-hottest-cves/cve-2026-21858-ai-exploit/?utm_source=openai)) The widespread use of n8n, with over 100 million Docker pulls and numerous internet-exposed instances, amplifies the risk. As of January 11, 2026, approximately 59,500 vulnerable hosts remain exposed, highlighting the urgency for organizations to apply the available patches promptly. ([techradar.com](https://www.techradar.com/pro/security/thousands-of-n8n-instances-under-threat-from-top-security-issue?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Telecommunications9 months ago

Chinese APTs Target ASEAN Entities with Advanced Malware

In early 2024, Chinese state-sponsored Advanced Persistent Threat (APT) groups, notably Stately Taurus (also known as Mustang Panda), launched sophisticated cyber-espionage campaigns targeting entities across ASEAN countries, including Myanmar, the Philippines, Japan, and Singapore. These operations coincided with the ASEAN-Australia Special Summit in March 2024, suggesting a strategic intent to gather intelligence during significant diplomatic events. The attackers employed advanced malware packages, such as PUBLOAD downloader, delivered through phishing emails containing malicious ZIP archives and screensaver executables. ([unit42.paloaltonetworks.com](https://unit42.paloaltonetworks.com/chinese-apts-target-asean-entities/?utm_source=openai)) This incident underscores the escalating cyber threats posed by state-sponsored actors in the Asia-Pacific region. The use of sophisticated malware and targeted phishing campaigns highlights the need for heightened cybersecurity measures, especially during high-profile events that may attract espionage activities.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(high)

EExfiltration(high)

IImpact(medium)

Read report

Government Administration9 months ago

Salt Typhoon's 2024 Breach of U.S. Telecom Networks: A Wake-Up Call for Cybersecurity

In 2024, the Chinese state-sponsored hacking group known as Salt Typhoon orchestrated a sophisticated cyber espionage campaign targeting major U.S. telecommunications companies, including AT&T, Verizon, and T-Mobile. By exploiting vulnerabilities in network devices and systems, the group gained unauthorized access to sensitive data such as call logs, text messages, and, in some instances, audio recordings. Notably, they infiltrated systems used for lawful wiretapping, posing significant national security concerns. The attackers employed advanced techniques, including 'living off the land' tactics, utilizing legitimate administrative tools to evade detection and maintain persistent access. This incident underscores the escalating threat posed by state-sponsored cyber actors to critical infrastructure. The breach highlights the necessity for robust cybersecurity measures and continuous monitoring to detect and mitigate such sophisticated intrusions. Organizations must prioritize the security of their network devices and systems to prevent similar attacks in the future.

Low impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(high)

C&CCommand & Control(high)

EExfiltration(high)

IImpact(high)

Read report

Computer Software/Engineering9 months ago

Safeguarding AI Assets: Lessons from the 2025 Model Extraction Attack

In 2025, a significant AI model extraction attack was identified, where adversaries systematically queried a proprietary machine learning model's API to replicate its functionality. By sending carefully crafted inputs and analyzing the outputs, attackers reconstructed a substitute model that closely mirrored the original's behavior. This breach exposed the model's intellectual property, leading to potential competitive disadvantages and financial losses for the organization. The incident underscores the vulnerabilities inherent in exposing AI models through APIs without adequate security measures. ([techtarget.com](https://www.techtarget.com/searchsecurity/tip/AI-model-theft-Risk-and-mitigation-in-the-digital-era?utm_source=openai)) The rise of such model extraction attacks highlights the urgent need for organizations to implement robust defenses, including rate limiting, output perturbation, and behavioral monitoring, to protect their AI assets from unauthorized replication and misuse. ([snyk.io](https://snyk.io/articles/ai-model-theft/?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(high)

LMLateral Movement(high)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(high)

Read report

Computer Software/Engineering9 months ago

Swarmer Tool: Exploiting Windows Legacy Features for Stealthy Registry Persistence

In February 2025, Praetorian Inc. introduced 'Swarmer,' a tool designed to achieve stealthy Windows registry persistence without triggering Endpoint Detection and Response (EDR) systems. By exploiting legacy Windows features such as mandatory user profiles and the Offline Registry API, Swarmer allows low-privilege users to modify the NTUSER hive covertly. This method bypasses standard registry APIs monitored by EDR solutions, enabling attackers to establish persistence without detection. The release of Swarmer underscores the ongoing challenges in cybersecurity, particularly the exploitation of overlooked system functionalities. As attackers continue to innovate, it is imperative for organizations to reassess and fortify their security postures against such sophisticated techniques.

Medium impact

Kill Chain

ICInitial Compromise(medium)

PEPrivilege Escalation(high)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Financial Services9 months ago

Oracle WebLogic Server Proxy Plugin Vulnerability (CVE-2026-21962): What You Need to Know

In January 2026, Oracle disclosed a critical vulnerability (CVE-2026-21962) affecting Oracle HTTP Server and WebLogic Server Proxy Plug-ins for both Apache HTTP Server and Microsoft IIS. This flaw allows unauthenticated remote attackers to bypass security controls, potentially gaining unauthorized access to backend WebLogic systems. Given that these proxy plugins often reside in DMZ environments, the exposure is significant. The vulnerability has a CVSS 3.1 Base Score of 10.0, indicating its high severity due to low attack complexity and the potential for substantial compromise. ([netspi.com](https://www.netspi.com/blog/executive-blog/vulnerability-management/oracle-weblogic-server-proxy-plugin-cve-2026-21962-overview-takeaways/?utm_source=openai)) The current relevance of this incident is underscored by the ease of exploitation and the critical nature of the affected systems. Organizations utilizing the impacted versions are urged to apply Oracle's Critical Patch Update immediately to mitigate the risk of unauthorized data access and potential system compromise. ([netspi.com](https://www.netspi.com/blog/executive-blog/vulnerability-management/oracle-weblogic-server-proxy-plugin-cve-2026-21962-overview-takeaways/?utm_source=openai))

Critical impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(medium)

EExfiltration(medium)

IImpact(medium)

Read report

Financial Services9 months ago

TA584's Escalation: Deploying Tsundere Bot and XWorm in Ransomware Campaigns

In late 2025, the threat actor TA584 significantly escalated its operations, tripling campaign volumes and expanding targets beyond North America and the UK to include Germany, other European countries, and Australia. Utilizing sophisticated phishing emails, TA584 employed the Tsundere Bot malware alongside the XWorm remote access trojan to gain unauthorized network access. These campaigns often began with emails from compromised accounts, leading victims through CAPTCHA and ClickFix pages that prompted the execution of PowerShell commands, resulting in the deployment of malware directly into system memory. Tsundere Bot, a malware-as-a-service platform, functions as both a backdoor and loader, requiring Node.js for operation and retrieving command-and-control addresses from the Ethereum blockchain using the EtherHiding technique. The malware is capable of system profiling, executing arbitrary JavaScript code, and turning infected machines into SOCKS proxies. Given TA584's history and the capabilities of the deployed malware, these infections pose a significant risk of leading to ransomware attacks. The rapid evolution and expansion of TA584's tactics underscore the increasing sophistication of initial access brokers and the persistent threat they pose to organizations worldwide.

High impact

Kill Chain

ICInitial Compromise(high)

PEPrivilege Escalation(medium)

LMLateral Movement(medium)

C&CCommand & Control(high)

EExfiltration(medium)

IImpact(high)

Read report

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Security Research & Insights

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

All Research Articles

exec-13ea3b13-c046-4c3f-bdef-bfc6448ce51d

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Matt Snyder

Oct 26, 202610 min read

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

Matt Snyder

Oct 21, 202613 min read

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Matt Snyder

Oct 21, 202615 min read

Market Perspectives

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

Read All Blogs

What Could Have Stopped the 2023 MGM Breach v4

Cloud Native Security Fabric

What Could Have Stopped the 2023 MGM Breach? A Study in the Power of Embedded Zero Trust

Cloud Network Security

John Qian

Jul 31, 20257 min read

Zero Trust

The Zero Trust Gap: Only 8% of US Enterprises Use Zero Trust Architectures

Scott Leatherman

Jul 23, 202512 min read

Cloud Network Security

HITRUST CSF Compliance in the Cloud—How Aviatrix Secures Healthcare Data

Tom Davis

Jun 25, 20257 min read

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.

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 Center Quick AssessmentAssess My Blast Radius

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 Assessment Under Active Attack?

Aviatrix Threat Research Center

Recent Breaches, Security Incidents & Vulnerabilities

AI-Powered Threat Analysis

Critical Unauthenticated RCE Vulnerability in SmarterMail (CVE-2026-24423) Discovered

Google Engineer Convicted of AI Trade Secrets Theft for China Startup

UAT-8099's Exploitation of IIS Servers in Asia Using BadIIS Malware

Malicious Chrome Extensions Compromise User Security by Hijacking Affiliate Links and Stealing ChatGPT Tokens

OpenClaw AI's Security Challenges in 2026: A Wake-Up Call for AI Deployment

Critical Unauthenticated RCE Vulnerability in n8n (CVE-2026-21858)

Chinese APTs Target ASEAN Entities with Advanced Malware

Salt Typhoon's 2024 Breach of U.S. Telecom Networks: A Wake-Up Call for Cybersecurity

Safeguarding AI Assets: Lessons from the 2025 Model Extraction Attack

Swarmer Tool: Exploiting Windows Legacy Features for Stealthy Registry Persistence

Oracle WebLogic Server Proxy Plugin Vulnerability (CVE-2026-21962): What You Need to Know

TA584's Escalation: Deploying Tsundere Bot and XWorm in Ransomware Campaigns

Security Research & Insights

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Market Perspectives

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

With CNSF, enterprises can:

See Your Attack Paths. Close the Gaps with CNSF.

Your assessment delivers:

The threat landscape has changed.
Has your question changed with it?

Contain the Blast Radius

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Customer Stories

Solutions

Resources

Industry

Company

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Security & Legal

Aviatrix Threat Research Center

Recent Breaches, Security Incidents & Vulnerabilities

AI-Powered Threat Analysis

Critical Unauthenticated RCE Vulnerability in SmarterMail (CVE-2026-24423) Discovered

Google Engineer Convicted of AI Trade Secrets Theft for China Startup

UAT-8099's Exploitation of IIS Servers in Asia Using BadIIS Malware

Malicious Chrome Extensions Compromise User Security by Hijacking Affiliate Links and Stealing ChatGPT Tokens

OpenClaw AI's Security Challenges in 2026: A Wake-Up Call for AI Deployment

Critical Unauthenticated RCE Vulnerability in n8n (CVE-2026-21858)

Chinese APTs Target ASEAN Entities with Advanced Malware

Salt Typhoon's 2024 Breach of U.S. Telecom Networks: A Wake-Up Call for Cybersecurity

Safeguarding AI Assets: Lessons from the 2025 Model Extraction Attack

Swarmer Tool: Exploiting Windows Legacy Features for Stealthy Registry Persistence

Oracle WebLogic Server Proxy Plugin Vulnerability (CVE-2026-21962): What You Need to Know

TA584's Escalation: Deploying Tsundere Bot and XWorm in Ransomware Campaigns

Security Research & Insights

Four Minutes to PHP2Shell Shaped Traffic: What an Internet Exposed PHP Honeypot Saw

Eight Certificates That Can Impersonate Anyone: The eMudhra Key Failure and Your Real Attack Surface

php2shell: Two Critical PHP RCEs, a Pre-Patch Leak, and the PHP You Didn't Know You Had

Market Perspectives

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

With CNSF, enterprises can:

See Your Attack Paths. Close the Gaps with CNSF.

Your assessment delivers:

The threat landscape has changed. Has your question changed with it?

Contain the Blast Radius

The threat landscape has changed.
Has your question changed with it?