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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.
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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.
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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.

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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.
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April 2, 2026

How Chinese-Nexus Cyber Operations Have Evolved – And What It Means For Cyber Risk and Resilience 

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Cybersecurity has traditionally organized risk around incidents, breaches, campaigns, and threat groups. Those elements still matter—but if we fixate on individual incidents, we risk missing the shaping of the entire ecosystem. Nation‑state–aligned operators are increasingly using cyber operations to establish long-term strategic leverage, not just to execute isolated attacks or short‑term objectives.  

Our latest research, Crimson Echo, shifts the lens accordingly. Instead of dissecting campaigns, malware families, or actor labels as discrete events, the threat research team analyzed Chinese‑nexus activity as a continuum of behaviors over time. That broader view reveals how these operators position themselves within environments: quietly, patiently, and persistently—often preparing the ground long before any recognizable “incident” occurs.  

How Chinese-nexus cyber threats have changed over time

Chinese-nexus cyber activity has evolved in four phases over the past two decades. This ranges from early, high-volume operations in the 1990s and early 2000s to more structured, strategically-aligned activity in the 2010s, and now toward highly adaptive, identity-centric intrusions.  

Today’s phase is defined by scale, operational restraint, and persistence. Attackers are establishing access, evaluating its strategic value, and maintaining it over time. This reflects a broader shift: cyber operations are increasingly integrated into long-term economic and geopolitical strategies. Access to digital environments, specifically those tied to critical national infrastructure, supply chains, and advanced technology, has become a form of strategic leverage for the long-term.  

How Darktrace analysts took a behavioral approach to a complex problem

One of the challenges in analyzing nation-state cyber activity is attribution. Traditional approaches often rely on tracking specific threat groups, malware families, or infrastructure. But these change constantly, and in the case of Chinese-nexus operations, they often overlap.

Crimson Echo is the result of a retrospective analysis of three years of anomalous activity observed across the Darktrace fleet between July 2022 and September 2025. Using behavioral detection, threat hunting, open-source intelligence, and a structured attribution framework (the Darktrace Cybersecurity Attribution Framework), the team identified dozens of medium- to high-confidence cases and analyzed them for recurring operational patterns.  

This long-horizon, behavior-centric approach allows Darktrace to identify consistent patterns in how intrusions unfold, reinforcing that behavioral patterns that matter.  

What the data shows

Several clear trends emerged from the analysis:

  • Targeting is concentrated in strategically important sectors. Across the dataset, 88% of intrusions occurred in organizations classified as critical infrastructure, including transportation, critical manufacturing, telecommunications, government, healthcare, and Information Technology (IT) services.  
  • Strategically important Western economies are a primary focus. The US alone accounted for 22.5% of observed cases, and when combined with major European economies including Germany, Italy, Spain and the UK, over half of all intrusions (55%) were concentrated in these regions.  
  • Nearly 63% of intrusions of intrusions began with the exploitation of internet-facing systems, reinforcing the continued risk posed by externally exposed infrastructure.  

Two models of cyber operations

Across the dataset, Chinese-nexus activity followed two operational models.  

The first is best described as “smash and grab.” These are short-horizon intrusions optimized for speed. Attackers move quickly – often exfiltrating data within 48 hours – and prioritize scale over stealth. The median duration of these compromises is around 10 days. It’s clear they are willing to risk detection for short-term gain.  

The second is “low and slow.” These operations were less prevalent in the dataset, but potentially more consequential. Here, attackers prioritize persistence, establishing durable access through identity systems and legitimate administrative tools, so they can maintain access undetected for months or even years. In one notable case, the actor had fully compromised the environment and established persistence, only to resurface in the environment more than 600 days after. The operational pause underscores both the depth of the intrusion and the actor’s long‑term strategic intent. This suggests that cyber access is a strategic asset to preserve and leverage over time, and we observed these attacks most often inin sectors of the high strategic importance.  

It’s important to note that the same operational ecosystem can employ both models concurrently, selecting the appropriate model based on target value, urgency, intended access. The observation of a “smash and grab” model should not be solely interpreted as a failure of tradecraft, but instead an operational choice likely aligned with objectives. Where “low and slow” operations are optimized for patience, smash and grab is optimized for speed; both seemingly are deliberate operational choices, not necessarily indicators of capability.  

Rethinking cyber risk

For many organizations, cyber risk is still framed as a series of discrete events. Something happens, it is detected and contained, and the organization moves on. But persistent access, particularly in deeply interconnected environments that span cloud, identity-based SaaS and agentic systems, and complex supply chain networks, creates a major ongoing exposure risk. Even in the absence of disruption or data theft, that access can provide insight into operations, dependencies, and strategic decision-making. Cyber risk increasingly resembles long-term competitive intelligence.  

This has impact beyond the Security Operations Center. Organizations need to shift how they think about governance, visibility, and resilience, and treat cyber exposure as a structural business risk instead of an incident response challenge.  

What comes next

The goal of this research is to provide a clearer understanding of how these operations work, so defenders can recognize them earlier and respond more effectively. That includes shifting from tracking indicators to understanding behaviors, treating identity providers as critical infrastructure risks, expanding supplier oversight, investing in rapid containment capabilities, and more.  

Learn more about the findings of Darktrace’s latest research, Crimson Echo: Understanding Chinese-nexus Cyber Operations Through Behavioral Analysis, by downloading the full report and summaries for business leaders, CISOs, and SOC analysts here.  

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April 1, 2026

AI-powered security for a rapidly growing grocery enterprise

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Protecting a complex, fast-growing retail organization

For this multi-banner grocery holding organization, cybersecurity is considered an essential business enabler, protecting operations, growth, and customer trust. The organization’s lean IT team manages a highly distributed environment spanning corporate offices, 100+ stores, distribution centers and  thousands of endpoints, users, and third-party connections.

Mergers and acquisitions fueled rapid growth, but they also introduced escalating complexity that constrained visibility into users, endpoints, and security risks inherited across acquired environments.

Closing critical visibility gaps with limited resources

Enterprise-wide visibility is a top priority for the organization, says the  Vice President of Information Technology. “We needed insights beyond the perimeter into how users and devices were behaving across the organization.”

A security breach that occurred before the current IT leadership joined the company reinforced the urgency and elevated cybersecurity to an executive-level priority with a focus on protecting customer trust. The goal was to build a multi-layered security model that could deliver autonomous, enterprise-wide protection without adding headcount.

Managing cyber risk in M&A

Mergers and acquisitions are central to the grocery holding company’s growth strategy. But each transaction introduces new cyber risk, including inherited network architectures, inconsistent tooling, excessive privileges, and remnants of prior security incidents that were never fully remediated.

“Our M&A targets range from small chains with a single IT person and limited cyber tools to large chains with more developed IT teams, toolsets and instrumentation,” explains the VP of IT. “We needed a fast, repeatable, and reliable way to assess cyber risk before transactions closed.”

AI-driven security built for scale, speed, and resilience

Rather than layering additional point tools onto an already complex environment, the retailer adopted the Darktrace ActiveAI Security Platform™ in 2020 as part of a broader modernization effort to improve resilience, close visibility gaps, and establish a security foundation that could scale with growth.

“Darktrace’s AI-driven approach provided the ideal solution to these challenges,” shares the VP of IT. “It has empowered our organization to maintain a robust security strategy, ensuring the protection of our network and the smooth operation of our business.”

Enterprise-wide visibility into traffic  

By monitoring both north-south and east-west traffic and applying Self-Learning AI, Darktrace develops a dynamic understanding of how users and devices normally behave across locations, roles, and systems.

“Modeling normal behavior across the environment enables us to quickly spot behavior that doesn’t fit. Even subtle changes that could signal a threat but appear legitimate at first glance,” explains the VP of IT.

Real-time threat containment, 24/7

Adopting autonomous response has created operational breathing room for the security team, says the company’s Cybersecurity  Engineer.

“Early on, we enabled full Darktrace autonomous mode and we continue to do so today,” shares the IT Security Architect. “Allowing the technology to act first gives us the time we need to investigate incidents during business hours without putting the business at risk.”

Unified, actionable view of security ecosystem

The grocery retailer integrated Darktrace with its existing security ecosystem of firewalls, vulnerability management tools, and endpoint detection and response, and the VP of IT described the adoption process as “exceptionally smooth.”

The team can correlate enterprise-wide security data for a unified and actionable picture of all activity and risk. Using this “single pane of glass” approach, the retailer trains Level 1 and Level 2 operations staff to assist with investigations and user follow-ups, effectively extending the reach of the security function without expanding headcount.

From reactive defense to security at scale

With Darktrace delivering continuous visibility, autonomous containment, and integrated security workflows, the organization has strengthened its cybersecurity posture while improving operational efficiency. The result is a security model that not only reduces risk, but also supports growth, resilience, and informed decision-making at the business level.

Faster detection, faster resolution

With autonomous detection and response, the retailer can immediately contain risk while analysts investigate and validate activity. With this approach, the company can maintain continuous protection even outside business hours and reduce the chance of lateral spread across systems or locations.

Enterprise-grade protection with a lean team

From cloud environments to clients to SaaS collaboration tools, Darktrace provides holistic autonomous AI defense, processing petabytes of the organization’s network traffic and investigating millions of individual events that could be indicative of a wider incident.

Today, Darktrace autonomously conducts the majority of all investigations on behalf of the IT team, escalating only a tiny fraction for analyst review. The impact has been profound, freeing analysts from endless alerts and hours of triage so they can focus on more valuable, proactive, and gratifying work.

“From an operational perspective, Darktrace gives us time back,” says the Cybersecurity Engineer. More importantly, says the VP of IT, “it gives us peace of mind that we’re protected even if we’re not actively monitoring every alert.”

A strategic input for M&A decision-making

One of the most strategic outcomes has been the role of cybersecurity on M&A. 90 days prior to closing a transaction, the security team uses Darktrace alongside other tools to perform a cyber risk assessment of the potential acquisition. “Our approach with Darktrace has consistently identified gaps and exposed risks,” says the VP of IT, including:

  • Remnants of previous incidents that were never fully remediated
  • Network configurations with direct internet exposure
  • Excessive administrative privileges in Active Directory or on critical hosts

While security findings may not alter deal timelines, the VP of IT says they can have enormous business implications. “With early visibility into these risks, we can reduce exposure to inherited cyber threats, strengthen our position during negotiations, and establish clear remediation requirements.”

A security strategy built to evolve with the business

As the holding group expands its cloud footprint, it will extend Darktrace protections into Azure, applying the same AI-driven visibility and autonomous response to cloud workloads. The VP of IT says Darktrace's evolving capabilities will be instrumental in addressing the organization’s future cybersecurity needs and ability to adapt to the dynamic nature of cloud security.

“With Darktrace’s AI-driven approach, we have moved beyond reactive defense, establishing a resilient security foundation for confident expansion and modernization.”

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