Blog
/
/
April 14, 2020

How Changing Online Habits Have Created New Email Attacks

New email behaviors such as increased subscriptions and remote presentation tools have given rise to a new wave of email cyber-attacks. Learn more here.
No items found.
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.
No items found.
Default blog imageDefault blog imageDefault blog imageDefault blog imageDefault blog imageDefault blog image
14
Apr 2020

For several weeks now, we’ve seen how cyber-criminals have used the ongoing global health crisis as a ‘fearware’ topic to mount and spread their attacks. But as more and more of the world’s population works from home, and as consumption of digital content subsequently increases, hackers are finding novel ways to exploit the full range of human emotions through sophisticated email attacks.

From attackers creating ‘digital fake’ campaigns that offer ‘advice’ for those self-isolating, to threat-actors masquerading behind trusted websites to launch malware, the last few weeks have demonstrated how quickly cyber-criminals can adapt their techniques in the email realm. This blog presents four ways hackers are changing their tactics in light of current trends and changing behaviors, and how security teams can react to defend against these developments.

Increased subscription

With a marked increase in digital subscription to entertainment sites and news sources, it should come as no surprise that spammers and hackers have doubled down on using fake newsletter subscriptions in their email attacks.

For security tools such as gateways and inboxes that look at the historic mail-flow, a new email subscription to a newsletter can look very much like any other – especially when the email passes all existing security tests and verifications. A brand new campaign or domain may not have been identified as malicious yet, and thus is allowed into the recipient’s inbox.

Analyzing emails within the broader business context gives a full understanding of the circumstances in which it was received. This requires looking beyond the inbox and considering the user’s ‘pattern of life’ across all touchpoints across the digital ecosystem. In the case of benign subscription emails, a user will have recently visited the domain of the sender and requested the email newsletter. There is an action ahead of receiving the email – requesting it.

Drawing insights from both email traffic and the user’s wider ‘pattern of life’ across the digital business, AI can tell the difference between an email newsletter that has and has not been requested. This simple act alone can help security teams understand when a user has voluntarily signed up for a newsletter versus when they have been targeted by a malicious attack, enabling them to respond appropriately.

Rapid adoption of remote presentation sites

As remote working sees a rapid rise, there has been a sharp increase in the number of people using presentation creation sites. Darktrace has recently picked up on a large number of attacks in which these trusted sites have been exploited to openly host malicious links. Malicious payloads are embedded within presentations, which are then shared in emails that go undetected by gateway tools.

Figure 1: Canva and Infogram, two presentation sites leveraged in this latest string of attacks

Several indicators suggest that this activity originates from a single, well-organized threat-actor or group, including the rotational targeting of presentation sites (Canva, Infogram, Axel, Piktochart, and Sway), the highly-focused nature of the attack type (taking place within the space of two weeks), and the consistent nature of these emails. These emails were seen across a large number of deployments, which appeared to utilize a strikingly similar fake eFax notification format.

Worryingly, the emails appear to display none of the typical ‘trademark’ identifiers often seen for phishing emails, such as spoofed or impersonated email addresses or suspicious link strings. For this reason, they go undetected by products such as Microsoft’s spam and phishing tools. As such, they are currently being delivered to recipients’ inboxes without any alteration or addition of safety features.

This activity appears to represent a significant and currently unrecognized external threat. Whilst the novel nature of the activity allowed it to easily bypass legacy tools, a more nuanced understanding of the human behind the email address allowed Darktrace’s AI to uniquely identify this series of emails as highly threatening. The technology recognized that the links and domains were highly unusual, not only in the context of the recipients’ normal behavior, but the ‘pattern of life’ of their peer group and the organization at large.

An unprecedented convergence of personal and professional

While IT and compliance teams are having to find ways to keep digital environments secure in remote working conditions, users are also changing their own behavior – not only in terms of devices and tools accessed, but also in what content and files are consumed and interacted with. This convergence of the personal and the professional, and the resulting expansion in the attack surface, presents a new set of challenges to security teams. Compromised email credentials and hijacked accounts become even harder to spot.

Securing these environments requires technology that can adapt to the new way of working, without having to explicitly reconfigure or re-write the rules. Digital activity has changed overnight, and will only continue to change – security tools that cannot adapt and grow with that change will fast become redundant. By continuously learning and evolving its understanding of every user and device, AI is being relied upon to protect workers, especially as we now shift our behavior to use more cloud-based communication and collaboration tools.

Adaptive AI-powered attacks

A recent Forrester report found that over half of security professionals expect AI-augmented cyber-attacks to be made evident to the public within the next twelve months. One way this is likely to manifest itself is with the automation of well-crafted spear phishing campaigns.

As attackers use AI to better understand the type of content that each user interacts with, along with the prevalent emotions that drive each individual user, malware or malicious links can be masked in content that is highly targeted to specific users. Individuals who are actively seeking information on particular topics, or are more likely to share and forward light-hearted, humorous content may be targeted more frequently or aggressively.

Using AI to study the target, hackers can leverage insights at a speed and scale never seen before. With sophisticated domain spoofing, indiscriminate writing styles, and carefully hidden malicious links, human analysts and traditional security tools alike will stand little chance.

To prepare for this next wave of attacks, security teams themselves are relying on AI that analyzes emails in light of behaviors across email platforms and the organization at large. Rather than analyzing emails in isolation and at a single point in time, Cyber AI correlates insights over time, and continuously revisits emails many thousands of times as new evidence emerges.

While traditional defenses ask whether elements of an email have been observed in historical attacks, Antigena Email is the only solution that can reliably ask whether it would be unusual for a recipient to interact with a given email in the context of their normal ‘pattern of life’, as well as that of their peers and the wider organization. This contextual knowledge allows the AI to make highly accurate decisions and neutralize the full range of email attacks – from ‘clean’ spoofing emails that seek to wire a fraudulent payment to sophisticated spear phishing attempts.

No items found.
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.
No items found.

More in this series

No items found.

Blog

/

/

February 16, 2026

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

Default blog imageDefault blog image

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:

o    Compromise / Possible Tunnelling to Bin Services

-              Suspicious executable file downloads. Associated Darktrace models include:

o    Anomalous File / EXE from Rare External Location

-              Outbound beaconing to rare domains. Associated Darktrace models include:

o   Compromise / Agent Beacon (Medium Period)

o   Compromise / Agent Beacon (Long Period)

o   Compromise / Sustained TCP Beaconing Activity To Rare Endpoint

o   Compromise / Beacon to Young Endpoint

o   Anomalous Server Activity / Rare External from Server

o   Compromise / SSL Beaconing to Rare Destination

-              Unusual cryptocurrency mining activity. Associated Darktrace models include:

o   Compromise / Monero Mining

o   Compromise / High Priority Crypto Currency Mining

And model alerts for:

o    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/

Continue reading
About the author
Emma Foulger
Global Threat Research Operations Lead

Blog

/

/

February 13, 2026

How AI is redefining cybersecurity and the role of today’s CIO

Default blog imageDefault blog image

Why AI is essential to modern security

As attackers use automation and AI to outpace traditional tools and people, our approach to cybersecurity must fundamentally change. That’s why one of my first priorities as Withum's CIO was to elevate cybersecurity from a technical function to a business enabler.

What used to be “IT’s problem” is now a boardroom conversation – and for good reason. Protecting our data, our people, and our clients directly impacts revenue, reputation and competitive positioning.  

As CIOs / CISOs, our responsibilities aren’t just keeping systems running, but enabling trust, protecting our organization's reputation, and giving the business confidence to move forward even as the digital world becomes less predictable. To pull that off, we need to know the business inside-out, understand risk, and anticipate what's coming next. That's where AI becomes essential.

Staying ahead when you’re a natural target

With more than 3,100 team members and over 1,000 CPAs (Certified Public Accountant), Withum’s operates in an industry that naturally attracts attention from attackers. Firms like ours handle highly sensitive financial and personal information, which puts us squarely in the crosshairs for sophisticated phishing, ransomware, and cloud-based attacks.

We’ve built our security program around resilience, visibility, and scale. By using Darktrace’s AI-powered platform, we can defend against both known and unknown threats, across email and network, without slowing our teams down.

Our focus is always on what we’re protecting: our clients’ information, our intellectual property, and the reputation of the firm. With Darktrace, we’re not just keeping up with the massive volume of AI-powered attacks coming our way, we’re staying ahead. The platform defends our digital ecosystem around the clock, detecting potential threats across petabytes of data and autonomously investigating and responding to tens of thousands of incidents every year.

Catching what traditional tools miss

Beyond the sheer scale of attacks, Darktrace ActiveAI Security PlatformTM is critical for identifying threats that matter to our business. Today’s attackers don’t use generic techniques. They leverage automation and AI to craft highly targeted attacks – impersonating trusted colleagues, mimicking legitimate websites, and weaving in real-world details that make their messages look completely authentic.

The platform, covering our network, endpoints, inboxes, cloud and more is so effective because it continuously learns what’s normal for our business: how our users typically behave, the business- and industry-specific language we use, how systems communicate, and how cloud resources are accessed. It picks up on minute details that would sail right past traditional tools and even highly trained security professionals.

Freeing up our team to do what matters

On average, Darktrace autonomously investigates 88% of all our security events, using AI to connect the dots across email, network, and cloud activity to figure out what matters. That shift has changed how our team works. Instead of spending hours sorting through alerts, we can focus on proactive efforts that actually strengthen our security posture.

For example, we saved 1,850 hours on investigating security issues over a ten-day period. We’ve reinvested the time saved into strengthening policies, refining controls, and supporting broader business initiatives, rather than spending endless hours manually piecing together alerts.

Real confidence, real results

The impact of our AI-driven approach goes well beyond threat detection. Today, we operate from a position of confidence, knowing that threats are identified early, investigated automatically, and communicated clearly across our organization.

That confidence was tested when we withstood a major ransomware attack by a well-known threat group. Not only were we able to contain the incident, but we were able to trace attacker activity and provided evidence to law enforcement. That was an exhilarating experience! My team did an outstanding job, and moments like that reinforce exactly why we invest in the right technology and the right people.

Internally, this capability has strengthened trust at the executive level. We share security reporting regularly with leadership, translating technical activity into business-relevant insights. That transparency reinforces cybersecurity as a shared responsibility, one that directly supports growth, continuity, and reputation.

Culturally, we’ve embedded security awareness into daily operations through mandatory monthly training, executive communication, and real-world industry examples that keep cybersecurity top of mind for every employee.

The only headlines we want are positive ones: Withum expanding services, Withum growing year over year. Security plays a huge role in making sure that’s the story we get to tell.

What’s next

Looking ahead, we’re expanding our use of Darktrace, including new cloud capabilities that extend AI-driven visibility and investigation into our AWS and Azure environments.

As I continue shaping our security team, I look for people with passion, curiosity, and a genuine drive to solve problems. Those qualities matter just as much as formal credentials in my view. Combined with AI, these attributes help us build a resilient, engaged security function with low turnover and high impact.

For fellow technology leaders, my advice is simple: be forward-thinking and embrace change. We must understand the business, the threat landscape, and how technology enables both. By augmenting human expertise rather than replacing it, AI allows us to move upstream by anticipating risk, advising the business, and fostering stronger collaboration across teams.

Continue reading
About the author
Your data. Our AI.
Elevate your network security with Darktrace AI