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July 29, 2020

WeTransfer Impersonation Attacks Caught by Darktrace AI

Darktrace email finds two WeTransfer impersonation attacks caught by AI. Learn how Antigena Email detected and stopped malicious spoofing attempts effectively.
Inside the SOC
Darktrace cyber analysts are world-class experts in threat intelligence, threat hunting and incident response, and provide 24/7 SOC support to thousands of Darktrace customers around the globe. Inside the SOC is exclusively authored by these experts, providing analysis of cyber incidents and threat trends, based on real-world experience in the field.
Written by
Dan Fein
VP, Product
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29
Jul 2020

In recent months, Antigena Email has seen a surge in email attacks claiming to be from file sharing site WeTransfer. These attacks attempt to deploy malware into the recipient’s device and further infiltrate an organization.

This is a common technique deployed by attackers, who find success in masquerading behind the trusted brand of well-known SaaS vendors. We’ve seen similar attacks recently with both QuickBooks and Microsoft Teams.

Incident one

This email was directed at an employee in the accounts department of a financial services organization in the APAC region.

100%

Mon Jun 15 2020, 03:14:30

From:wetransfer <[email protected]>

Recipient:Sun Jen <[email protected]>

We sent you an invoice via WeTransfer

Email Tags

Suspicious Link

New Contact

Actions on Email

Double Lock Link

Move to Junk

Hold Message

Figure 1: An interactive snapshot of Antigena Email’s user interface

The subject line of this email – “We sent you an invoice via WeTransfer” – is typical of a solicitation attack. Hidden behind a button reading ‘Get your files’ was a webpage that contained malware but displayed a login page. If a user entered their username and password in an attempt to access this ‘invoice’, the malware would harvest their credentials and send them to the attacker.

Figure 2: The fake login page, branded as Microsoft Excel, which would have likely sent the credentials to a spreadsheet controlled by the attacker

This attack bypassed the other security tools in place, but was detected by Antigena Email due to a number of anomalies that when stitched together unmistakably reveal a threat.

Figure 3: Antigena Email’s dashboard reveals key metadata behind the email

Critical for Antigena Email’s detection of this attack was that the email contained an anomalous link. It would be highly unusual for WeTransfer to link to SharePoint – a direct competitor – in their emails. The AI also recognized that neither the employee in the accounting department nor anybody else in the organization had previously visited the domain in question, and deemed this email as 100% anomalous. These, and other characteristics, of the URL gave Darktrace’s AI reason to tag this email with the ‘Suspicious Link’ tag, prompting Antigena Email to double lock the offending link and hold the message back from the recipient’s inbox.

Incident two

A second incident leveraging WeTransfer’s name was detected just a week later at a law firm in Europe. This email was more sophisticated and even more convincing, appearing to come from the legitimate WeTransfer domain. However, it still set off over a dozen models, again prompting Antigena to lock links and hold the email back.

100%

Mon Jun 22 2020, 08:25:17

From:wetransfer <[email protected]>

Recipient:George Todd <[email protected]>

We sent you an invoice via WeTransfer

Email Tags

Spoofing

Suspicious Link

Spoofing Indicators

Moderate Communication History

Wide Distribution

Actions on Email

Lock Link

Double Lock Link

Move to Junk

Hold Message

Figure 4: An interactive UI snapshot of the second email

This attack went a step further. Whereas in the previous scenario the attacker simply changed the personal name, leveraging <noreply[.]com>, here the attacker has manipulated the headers to actually make the email appear to come from the WeTransfer domain.

Recent research unveiled at Black Hat this month indicates there could be as many as 18 different methods to mislead common email verification checks like Domain Keys Identified Mail (DKIM) and Domain-based Message Authentication, Reporting and Conformance (DMARC). Some of these techniques may be as simple as including two From lines in an email header, which may result in a mail server verifying the first From header while the email client displays the second From address. As a result, an email sent from an attacker’s mail server is verified as coming from a legitimate address; in this case <noreply@wetransfer[.]com>.

The familiarity of this apparent sender is reflected in the ‘Depth’ and ‘Width’ scores below of 19 and 47 respectively, indicating moderate communication history. However, Antigena Email reveals that the true sender is an unrelated and uncommon domain, and one that is unrelated to WeTransfer.

Figure 5: Analysis of the second email reveals that the host domain is unrelated to WeTransfer

Darktrace’s AI also detected two suspicious links within the email that were considered highly anomalous given previous communication between WeTransfer and the client (and importantly – the absence of a WeTransfer link!)

Figure 6: Two links in the email were considered highly anomalous and threatening

These unusual links combined with the recognition of a spoofing attempt prompted Antigena Email to deem this email as 100% anomalous and intervene, protecting the recipient — and business — from harm. Despite this second email attack employing more sophisticated attack methods, allowing it to evade legacy email tools and closely resembling a legitimate email, Darktrace’s AI was able to recognize an even wider array of indicators that prompted it to hold the email back.

Thanks to Darktrace analysts Thomas Nommensen and Andras Balogh for their insights on the above threat find.

Inside the SOC
Darktrace cyber analysts are world-class experts in threat intelligence, threat hunting and incident response, and provide 24/7 SOC support to thousands of Darktrace customers around the globe. Inside the SOC is exclusively authored by these experts, providing analysis of cyber incidents and threat trends, based on real-world experience in the field.
Written by
Dan Fein
VP, Product

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March 2, 2026

What the Darktrace Annual Threat Report 2026 Means for Security Leaders

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The challenge for today’s CISOs

At the broadest level, the defining characteristic of cybersecurity in 2026 is the sheer pace of change shaping the environments we protect. Organizations are operating in ecosystems that are larger, more interconnected, and more automated than ever before – spanning cloud platforms, distributed identities, AI-driven systems, and continuous digital workflows.  

The velocity of this expansion has outstripped the slower, predictable patterns security teams once relied on. What used to be a stable backdrop is now a living, shifting landscape where technology, risk, and business operations evolve simultaneously. From this vantage point, the central challenge for security leaders isn’t reacting to individual threats, but maintaining strategic control and clarity as the entire environment accelerates around them.

Strategic takeaways from the Annual Threat Report

The Darktrace Annual Threat Report 2026 reinforces a reality every CISO feels: the center of gravity isn’t the perimeter, vulnerability management, or malware, but trust abused via identity. For example, our analysis found that nearly 70% of incidents in the Americas region begin with stolen or misused accounts, reflecting the global shift toward identity‑led intrusions.

Mass adoption of AI agents, cloud-native applications, and machine decision-making means CISOs now oversee systems that act on their own. This creates an entirely new responsibility: ensuring those systems remain safe, predictable, and aligned to business intent, even under adversarial pressure.

Attackers increasingly exploit trust boundaries, not firewalls – leveraging cloud entitlements, SaaS identity transitions, supply-chain connectivity, and automation frameworks. The rise of non-human identities intensifies this: credentials, tokens, and agent permissions now form the backbone of operational risk.

Boards are now evaluating CISOs on business continuity, operational recovery, and whether AI systems and cloud workloads can fail safely without cascading or causing catastrophic impact.

In this environment, detection accuracy, autonomous response, and blast radius minimization matter far more than traditional control coverage or policy checklists.

Every organization will face setbacks; resilience is measured by how quickly security teams can rise, respond, and resume momentum. In 2026, success will belong to those that adapt fastest.

Managing business security in the age of AI

CISO accountability in 2026 has expanded far beyond controls and tooling. Whether we asked for it or not, we now own outcomes tied to business resilience, AI trust, cloud assurance, and continuous availability. The role is less about certainty and more about recovering control in an environment that keeps accelerating.

Every major 2026 initiative – AI agents, third-party risk, cloud, or comms protection – connects to a single board-level question: Are we still in control as complexity and automation scale faster than humans?

Attackers are not just getting more sophisticated; they are becoming more automated. AI changes the economics of attack, lowering cost and increasing speed. That asymmetry is what CISOs are being measured against.

CISOs are no longer evaluated on tool coverage, but on the ability to assure outcomes – trust in AI adoption, resilience across cloud and identity, and being able to respond to unknown and unforeseen threats.

Boards are now explicitly asking whether we can defend against AI-driven threats. No one can predict every new behavior – survival depends on detecting malicious deviations from normal fast and responding autonomously.  

Agents introduce decision-making at machine speed. Governance, CI/CD scanning, posture management, red teaming, and runtime detection are no longer differentiators but the baseline.

Cloud security is no longer architectural, it is operational. Identity, control planes, and SaaS exposure now sit firmly with the CISO.

AI-speed threats already reshaping security in 2026

We’re already seeing clear examples of how quickly the threat landscape has shifted in 2026. Darktrace’s work on React2Shell exposed just how unforgiving the new tempo is: a honeypot stood up with an exposed React was hit in under two minutes. There was no recon phase, no gradual probing – just immediate, automated exploitation the moment the code appeared publicly. Exposure now equals compromise unless defenses can detect, interpret, and act at machine speed. Traditional operational rhythms simply don’t map to this reality.

We’re also facing the first wave of AI-authored malware, where LLMs generate code that mutates on demand. This removes the historic friction from the attacker side: no skill barrier, no time cost, no limit on iteration. Malware families can regenerate themselves, shift structure, and evade static controls without a human operator behind the keyboard. This forces CISOs to treat adversarial automation as a core operational risk and ensure that autonomous systems inside the business remain predictable under pressure.

The CVE-2026-1731 BeyondTrust exploitation wave reinforced the same pattern. The gap between disclosure and active, global exploitation compressed into hours. Automated scanning, automated payload deployment, coordinated exploitation campaigns, all spinning up faster than most organizations can push an emergency patch through change control. The vulnerability-to-exploit window has effectively collapsed, making runtime visibility, anomaly detection, and autonomous containment far more consequential than patching speed alone.

These cases aren’t edge scenarios; they represent the emerging norm. Complexity and automation have outpaced human-scale processes, and attackers are weaponizing that asymmetry.  

The real differentiator for CISOs in 2026 is less about knowing everything and more about knowing immediately when something shifts – and having systems that can respond at the same speed.

[related-resource]

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About the author
Mike Beck
Global CISO

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March 2, 2026

CVE-2026-1731: How Darktrace Sees the BeyondTrust Exploitation Wave Unfolding

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Note: Darktrace's Threat Research team is publishing now to help defenders. We will continue updating this blog as our investigations unfold.

Background

On February 6, 2026, the Identity & Access Management solution BeyondTrust announced patches for a vulnerability, CVE-2026-1731, which enables unauthenticated remote code execution using specially crafted requests.  This vulnerability affects BeyondTrust Remote Support (RS) and particular older versions of Privileged Remote Access (PRA) [1].

A Proof of Concept (PoC) exploit for this vulnerability was released publicly on February 10, and open-source intelligence (OSINT) reported exploitation attempts within 24 hours [2].

Previous intrusions against Beyond Trust technology have been cited as being affiliated with nation-state attacks, including a 2024 breach targeting the U.S. Treasury Department. This incident led to subsequent emergency directives from  the Cybersecurity and Infrastructure Security Agency (CISA) and later showed attackers had chained previously unknown vulnerabilities to achieve their goals [3].

Additionally, there appears to be infrastructure overlap with React2Shell mass exploitation previously observed by Darktrace, with command-and-control (C2) domain  avg.domaininfo[.]top seen in potential post-exploitation activity for BeyondTrust, as well as in a React2Shell exploitation case involving possible EtherRAT deployment.

Darktrace Detections

Darktrace’s Threat Research team has identified highly anomalous activity across several customers that may relate to exploitation of BeyondTrust since February 10, 2026. Observed activities include:

Outbound connections and DNS requests for endpoints associated with Out-of-Band Application Security Testing; these services are commonly abused by threat actors for exploit validation.  Associated Darktrace models include:

  • Compromise / Possible Tunnelling to Bin Services

Suspicious executable file downloads. Associated Darktrace models include:

  • Anomalous File / EXE from Rare External Location

Outbound beaconing to rare domains. Associated Darktrace models include:

  • Compromise / Agent Beacon (Medium Period)
  • Compromise / Agent Beacon (Long Period)
  • Compromise / Sustained TCP Beaconing Activity To Rare Endpoint
  • Compromise / Beacon to Young Endpoint
  • Anomalous Server Activity / Rare External from Server
  • Compromise / SSL Beaconing to Rare Destination

Unusual cryptocurrency mining activity. Associated Darktrace models include:

  • Compromise / Monero Mining
  • Compromise / High Priority Crypto Currency Mining

And model alerts for:

  • Compromise / Rare Domain Pointing to Internal IP

IT Defenders: As part of best practices, we highly recommend employing an automated containment solution in your environment. For Darktrace customers, please ensure that Autonomous Response is configured correctly. More guidance regarding this activity and suggested actions can be found in the Darktrace Customer Portal.  

Appendices

Potential indicators of post-exploitation behavior:

·      217.76.57[.]78 – IP address - Likely C2 server

·      hXXp://217.76.57[.]78:8009/index.js - URL -  Likely payload

·      b6a15e1f2f3e1f651a5ad4a18ce39d411d385ac7  - SHA1 - Likely payload

·      195.154.119[.]194 – IP address – Likely C2 server

·      hXXp://195.154.119[.]194/index.js - URL – Likely payload

·      avg.domaininfo[.]top – Hostname – Likely C2 server

·      104.234.174[.]5 – IP address - Possible C2 server

·      35da45aeca4701764eb49185b11ef23432f7162a – SHA1 – Possible payload

·      hXXp://134.122.13[.]34:8979/c - URL – Possible payload

·      134.122.13[.]34 – IP address – Possible C2 server

·      28df16894a6732919c650cc5a3de94e434a81d80 - SHA1 - Possible payload

References:

1.        https://nvd.nist.gov/vuln/detail/CVE-2026-1731

2.        https://www.securityweek.com/beyondtrust-vulnerability-targeted-by-hackers-within-24-hours-of-poc-release/

3.        https://www.rapid7.com/blog/post/etr-cve-2026-1731-critical-unauthenticated-remote-code-execution-rce-beyondtrust-remote-support-rs-privileged-remote-access-pra/

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About the author
Emma Foulger
Global Threat Research Operations Lead
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