What Movies and Shows about Cybercrime Got Right and Wrong

April 08, 2026

Imagine this: you throw on a black hoodie, turn off the lights, and sit hunched over your computer while lines of code fly across the screen. Congratulations you’re officially a “hacker.” At least that’s how movies and TV have trained us to picture it.

For decades, pop culture has leaned hard into the stereotype of the mysterious genius typing furiously in the dark, breaking into systems in seconds while dramatic music swells. Most of the time it’s wildly exaggerated, sometimes to the point of being laughable. But every now and then, a show or film comes along that actually gets parts of it right.

In this blog, we’ll review some of our favorite portrayals of hacking in media and what they nailed, what they completely missed, and why some stand out as surprisingly realistic in a sea of blinking screens and instant “I’m in!” moments. 

When it comes to television series that portray cybercrime with striking realism, USA Network’s Mr. Robot consistently ranks among the best. Airing from 2015 to 2019, the series centers on a young cybersecurity engineer in New York City whose exceptional hacking skills draw him into an underground collective of hacktivists. As he becomes entangled in their mission to dismantle corporate power structures, he evolves into a deeply flawed and morally conflicted cyber-vigilante.

Within the first episodes of the show, Hollywood’s normal treatment of hacking is thrown out the window. What would normally be shown as maniacal keyboard typing was instead focused on social engineering and email phishing. By showing these acts, it aligned more closely with activity seen by real life threat actors.

A component of Mr. Robot’s accuracy is derived from experts behind the scenes. The show consulted with Michael Bazzell, a cybercrime detective with 10 years’ experience with the FBI. In interviews, Mr. Bazzel states that all code used in the show was real and was created by the individuals on the team. If aspects of the hacking were unable to exist in the real world, those storylines would often be scrapped. Many individuals within cybersecurity applauded the show’s accuracy, expressing positive opinions of legitimate attack patterns and authentic hacker methodology.

Released during the Cold War, the 1983 film WarGames follows high school student, David, who accidently hacks into a military computer and wages a war between the U.S. and USSR. After David mistakenly identifies the military supercomputer as belonging to a video game company, two experienced hackers introduce him to the concept of “backdoor passwords.” Using this hidden access method, they can bypass normal security protocols and enter the system, reinforcing the film’s surprisingly realistic portrayal of early computer security vulnerabilities.

Despite a seemingly unrealistic plot, President Reagan ordered a full national security review after viewing the film. This led to a determination by the Joints Chief of Staff that the plot was “technically possible” and 18 months later, President Regan released the first Presidential directive on computer security. Eventually the Computer Fraud and Abuse Act was passed in 1984 with the House Committee making specific reference to the film.

One of the key factors behind the film’s technical credibility was due to the depth of its research. During development, the screenwriters consulted with Willis Ware, author of the influential 1967 paper, Security and Privacy in Computer Systems. Ware confirmed that military computer systems could, in fact, have remote access points — a detail that helped shape the film’s central premise.

Leveraging the star power of Chris Hemsworth, the 2015 action thriller Blackhat follows a furloughed convict and elite hacker who becomes the only person capable of helping authorities track down cybercriminals responsible for breaching a nuclear power plant. While the film delivers explosive, high-stakes action, many cybersecurity experts have noted that its depiction of hacking techniques reflects a surprisingly authentic approach to real-world cyber operations. While the film eventually departs from realism, many experts praise the setup and the more practical elements presented in its first half.

The characters in the film are trying to prevent a malware attack, based on the Stuxnet attack, targeted at critical infrastructure. The Stuxnet attack refers to the 2009 malware attack that caused substantial damage to the Iran nuclear program after it was installed on computers at the Natanz Nuclear Facility. The malware reportedly destroyed one-fifth of Iran’s nuclear centrifuges.

Viewers also praised the film for its relatively authentic portrayal of hacking. Instead of relying solely on flashy visuals, it depicts Chris Hemsworth’s character working with black terminal screens, command-line arguments, and tools such as Tor and keyloggers. Like many successful tech-focused films,  Blackhat relied on multiple consultants during the development and production phases. One of the most prominent was former blackhat hacker turned journalist Kevin Poulsen, who previously served three years in prison and contributed extensively to the film’s technical realism. Some viewers have even speculated that Hemsworth’s character was partially inspired by Poulsen. Another consultant was mathematician Christopher McKinley, known for his analysis and hack of the dating site OKCupid.

While researching shows and movies for this blog, one theme repeatedly appeared when discussing believability: time. To maintain pacing and excitement, many portrayals show hacking happening almost instantly. After only a few keystrokes and quick swipes across a screen, the hacker is suddenly inside the most secure government databases. For instance, in the 2001 film Swordfish, the main character is held at gunpoint and forced to hack into the DEA’s system; something he manages to accomplish in just sixty seconds.

A separate scenario seen in entertainment, especially when focused on law enforcement, is when a victim “knows” they are being hacked. The main point of hacking a system is to do so as quietly as possible in the hopes to acquire a large amount of information. Additionally, systems will rarely start displaying UI elements that would notify you that your system is under attack.

A common theme in many cybercrime films and television shows is the choice of targets. These stories often focus on hackers going after the biggest and most powerful entities, such as governments or major financial institutions. In reality, the most frequent victims of cyberattacks are ordinary individuals who often lose personal information when hackers breach databases containing private customer data.

And finally, even though the media often depict someone yanking the power cord from a monitor to stop a hack, remember that unplugging your monitor won’t actually stop an attack on your system.

A trend seen with many of the shows that are praised for being realistic is the use of consulting with experts in the field. Sometimes real-world events are so strange or unbelievable that they feel like they were written for TV. Those moments can make great plot devices and when shows draw from situations that have happened, it can make their stories feel even more realistic.

As demonstrated by the film WarGames, fictional stories can still drive real-world change. President Reagan’s inquiry following the movie prompted intelligence efforts to strengthen the United States’ defensive and offensive cyber capabilities. This underscores one of the many reasons why getting these portrayals right matters – entertainment projects can leave a lasting imprint on history.


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Threat Intelligence RoundUp: March

April 02, 2026

Our analyst team shares a few articles each week in our email newsletter which goes every Thursday. Make sure to register! This blog highlights those articles in order of what was the most popular in our newsletter – what our readers found the most intriguing. Stay tuned for a recap every month. We hope sharing these resources and news articles emphasizes the importance of cybersecurity and sheds light on the latest in threat intelligence.

1. Fake Google Security site uses PWA app to steal credentials, MFA codes – Bleeping Computer

Using a fake Google Account security page, a recent phishing campaign was discovered delivering a web-based app designed to steal “one-time passcodes, harvesting cryptocurrency wallet addresses, and proxying attacker traffic through victims’ browsers”. The campaign uses social engineering and Progressive Web App (PWA) features to convince users that they are interacting with a legitimate Google webpage. The threat actors use the domain (google-prism[.]com) and have users follow a four-step process that gives permissions and allows the installation of malware. Once installed the malware can exfiltrate contacts, real time GPS data, and clipboard contents. Read full article.

2. UAC-0050 Targets European Financial Institution With Spoofed Domain and RMS Malware – The Hacker News

Recent social engineering attacks targeting European financial institutions has been attributed to the Russian linked threat actor, UAC-0050 (DaVinci Group). According to researchers, the attack mimicked a Ukrainian judicial domain “to deliver an email containing a link to a remote access payload.” The attack begins with a spear-phishing email designed to look urgent and legitimate. It uses legal-themed language to pressure the recipient into acting. The email includes a link that directs the target to download a compressed file hosted on PixelDrain, a file-sharing service. If the victim opens the fake “PDF,” the malicious file runs and installs an MSI package for Remote Manipulator System (RMS). Article here.

Surveillance firm, Intellexa, utilizes a single hook function (‘HiddenDot::setupHook()’) inside Springboard that prevents sensor activity updates in IOS products. This activity had been acknowledged previously, but the way the firm carried it out was not well understood. Recent research by Jamf analyzed Predator samples and was able to document the hiding process. The malware does not exploit IOS vulnerabilities but instead leverages “previously obtained kernel-level access to hijack system indicators that would otherwise expose its surveillance operation”. This information has helped address previously existing gaps in understanding the exploitation techniques used by commercial spyware. Read more here.

Since 2024, Chinese aligned threat group (Silver Dragon) has been observed operating within the umbrella of APT41 and targeting organizations throughout Europe and Southeast Asia. Silver Dragon gains its initial access by exploiting public-facing internet servers and delivering phishing emails that contain malicious attachments. To maintain persistence, the group hijacks legitimate Windows services, which allows the malware processes to blend into normal system activity. The group’s operations appear to specifically target government organizations. On compromised systems, they deploy Cobalt Strike beacons to maintain persistence, along with GearDoor, a backdoor that uses Google Drive as its command-and-control (C2) channel. Read here.

5. Medtech giant Stryker offline after Iran-linked wiper malware attack – Bleeping Computer

Iranian linked and pro-Palestinian hacktivist group, Handala, has claimed to have wiped tens of thousands of systems and servers belonging to medical technology company, Stryker. In a statement Handala stated “over 200,000 systems, servers, and mobile devices have been wiped and 50 terabytes of critical data have been extracted,”. The attack allegedly forced offices in 79 countries to shut down. The group does not give details on logistics but declared to target the company in “retaliation for the brutal attack on the Minab school” as well as the companies alleged “Zionist” ties. Learn more.

6. SLH Offers $500–$1,000 Per Call to Recruit Women for IT Help Desk Vishing Attacks – The Hacker News

On February 22, 2026, Scattered Lapsus$ Hunters (SLH) posted on their Telegram Channel stating, “if you are female and want to make some money via calling for us hit up”. The group is offering women $500-$1000 per call to help desks, with a provided written script. The recruitment seems to be an effort by the group to sidestep the “traditional” attacker profiles that IT help desk staff are trained to recognize, thereby making their impersonation attempts more convincing and effective. SLH’s primary objective is to target help desks and call centers as entry points into organizations, further highlighting the intent behind their new recruitment strategy. Read full article.

7. Poland’s nuclear research centre targeted by cyberattack – Bleeping Computer

On March 12, Poland’s National Centre for Nuclear Research (NCBJ) claimed hackers had targeted their IT infrastructure but were blocked before accessing information. The organization stated that its early-detection security systems and internal procedures prevented a breach and allowed IT staff to rapidly secure the targeted systems. The attack has not been formally attributed to any group. While Polish authorities say early indicators suggest a possible connection to Iran, they warn that the evidence could represent a false-flag attempt meant to take advantage of ongoing global tensions. Read full article.

8. SloppyLemming Targets Pakistan and Bangladesh Governments Using Dual Malware Chains – The Hacker News

SloppyLemming, a threat activity cluster, has been linked to two separate attack chains that delivered malware to government agencies and critical infrastructure operators in Pakistan and Bangladesh between January 2025 and January 2026. The first attack delivered PDF lure documents to victims that once open installed his application installed a package that included a legitimate Microsoft .NET file (NGenTask.exe) and a malicious file (mscorsvc.dll). The malicious file used a technique called DLL sideloading to run. It then decrypted and launched a custom 64-bit shellcode implant. The second attack deployed Excel documents that contained malicious macros that deliver “keylogger malware”. Learn more.


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The New Face of Deception

April 01, 2026

While you’re hopefully busy avoiding all the harmless classic April Fool’s jokes, the threat actors lurking in the corners of the darknet are busy perfecting much more convincing—and dangerous—”pranks”.

Over the last few years, we’ve tracked how phishing evolved from misspelled emails to AI-generated perfection. But this year, the joke is getting even more personal.

In our previous April Fools’ specials, we’ve explored everything from the absurdity of 24 hours on the dark web to the rise of AI-powered smishing. This year, threat actors aren’t just writing better emails—they’re stealing faces and voices. Threat actors have evolved. They’re no longer just blasting generic emails into the void—they’re refining tactics using real data, automation, and even AI-generated content to increase success rates.

The AI Factor

More and more phishing messages aren’t feeling like scams: no spelling errors, no awkward phrasing, no obvious red flags. That’s because they probably weren’t written by humans. AI is now being used to generate phishing emails, fake profiles, and even voice messages that mimic real people—making scams faster, cheaper, and more believable than ever. The old advice of “look for bad grammar” is quickly becoming outdated.

Here are the new ways threat actors are trying to “fool” you this year:

Using just a few minutes of public video from LinkedIn or a recorded webinar, threat actors can now overlay a “digital mask” in real-time; this is a deepfake. Don’t be fooled into your “boss” asking for an urgent wire transfer on what seems to be a standard zoom call. Watch for unnatural blinking, “glitching” around the neck area, or a slight delay between their mouth moving and the audio.

We’ve warned about vishing (voice phishing) before, but it has leveled up. Threat actors no longer need to “act” like your IT person. With as little as 30 seconds of audio, they can clone a specific person’s voice to leave a voicemail that is indistinguishable from the real thing. Our analysts have seen a 40% uptick in “Urgent Voicemail” scams where the actor impersonates a C-suite executive requesting a password reset “while they’re boarding a flight.”

Forget the broad survey scams and junk car emails from the past. Today’s threat actor uses AI to scrape your entire digital footprint—your recent vacation photos, your “workversary” post, and even your favorite coffee shop—to build a persona that feels like a long-lost friend. We always suggest exercising caution when sharing online. Imagine this: you return home from attending a work conference and get a message on LinkedIn: “Hey [Your Name], saw you were at the Cybersecurity Summit last week! I’m the guy who sat next to you during the AI keynote. Here’s that whitepaper we discussed.” One click, and you’ve installed a specialized infostealer.

Spotting a digital deception requires a keen eye and a bit of healthy skepticism.

  • Implement a “Safe Word”: For high-stakes financial transactions, establish an offline “challenge-response” phrase that only your team knows.
  • Trust, But Verify: If your “boss” makes an unusual request via video or voice, hang up and call them back on a known, trusted number.
  • Assume Nothing is Private: If it’s on the internet, a threat actor can use it to build a profile of you. Tighten those privacy settings!

Cyber threats continue to evolve—but the fundamentals still matter: enable multi-factor authentication, use strong, unique passwords, verify before you click, and stay informed.

Technology moves fast, but the goal of the threat actor remains the same: to exploit human trust. This April Fools’ Day, let’s keep the surprises limited to harmless office pranks. Stay vigilant, stay skeptical, and remember: if a request feels “off,” it probably is.


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What is Ransomware as a Service?

March 19, 2026

Cybersecurity might as well have its own language. There are so many acronyms, terms, sayings that cybersecurity professionals and threat actors both use that unless you are deeply knowledgeable, have experience in the security field or have a keen interest, one may not know. Understanding what these acronyms and terms mean is the first step to developing a thorough understanding of cybersecurity and in turn better protecting yourself, clients, and employees. 

In this blog series, we aim to explain and simplify some of the most commonly used terms. Previously, we have covered bullet proof hosting, CVEs, APIs, brute force attacks, zero-day exploits, doxing, data harvesting, IoCs, and credential stuffing. In this edition, we dive into Ransomware as a Service.

Ransomware has become one of the most disruptive cyber threats affecting organizations worldwide. What was once a technically complex attack carried out by a small number of sophisticated hackers has evolved into a scalable criminal ecosystem. Today, ransomware can be purchased, deployed, and monetized through a model known as Ransomware-as-a-Service (RaaS). It is a business model for cybercriminals to hire ransomware operators to launch ransomware attacks on their behalf.

DarkOwl research and analysis shows how ransomware groups operate like structured businesses on darknet forums and marketplaces—recruiting affiliates, sharing tools, and dividing profits. Understanding how this ecosystem works is critical for organizations seeking to defend against it.

RaaS is a business model in which ransomware developers create malware and infrastructure, then lease it to affiliates who carry out attacks. In turn, the developers get a percentage of the ransom earnings from the affiliates. Typically, the affiliate keeps 70-80%, while the developer takes a 20-30% “licensing fee.” This model lowers the barrier to entry and this model of cybercrime is now the driving force behind the global surge in extortion attacks. Individuals with limited technical skills can participate in ransomware campaigns simply by purchasing access to a RaaS toolkit.

Ransomware groups often operate similarly to legitimate businesses, complete with recruitment processes, internal management tools, and operational dashboards used to track victims and ransom payments. DarkOwl analysts often find “starter kits” for sale on darknet forums. These kits include everything a criminal needs: the malware, a user manual on how to infect a target, and even 24/7 technical support from the developers. It is a professionalized industry where reputation and “customer service” matter to the criminals.

Figure 1: Post on criminal market XSS offers triple extortion software for purchase; Source: DarkOwl Vision

RansomHub 

The group RansomHub first appeared in February 2024, with an announcement on the Russian forum RAMP. The group operates a ransomware-as-a-service (RaaS) model, targeting multiple platforms, including Windows, Linux, and ESXi.  A user named “koley” made the announcement and invited others to join their affiliate program. RansomHub quickly became one of the most active ransomware groups, claiming 593 victims by the end of the year. RansomHub’s affiliate program has been prolific over taking established groups, such as LockBit, in the number of victims they have. Notably, RansomHub was responsible for a significant breach of the U.S. healthcare payment system in 2024. 

Hive

First observed in 2021, Hive operated as a RaaS platform with affiliates targeting organizations worldwide. The group notably targeted healthcare organizations and used double-extortion tactics—encrypting systems while also threatening to release stolen data. In 2023, an international law-enforcement operation seized Hive’s infrastructure after the group had already impacted more than 1,500 organizations globally.

Conti

Conti was one of the most prolific ransomware operations in the world. Internal chat logs leaked in 2022 revealed a highly organized operation that included employee-like roles, development pipelines, and operational dashboards used to track victims and payments. Although the group officially shut down, many of its members dispersed into other ransomware operations, continuing the ecosystem under new names.

BlackCat

Also known as ALPHV, BlackCat emerged in 2021 and quickly gained attention for being written in the Rust programming language. The group implemented a public data-leak site that indexed stolen files, increasing pressure on victims to pay ransom demands.

Ransomware is an efficient criminal operation yielding high profit for minimal work. Due to pseudo-anonymous technology, using the dark web for ransomware operations and cryptocurrency for payments, as well as email and VPN services that do not track physical location, ransomware groups will continue their activities because the risk of punishment is minimal, and the operations are profitable.

As always, DarkOwl recommends practicing cyber hygiene at work and home.

  1. The 3-2-1 Backup Rule: Keep three copies of your data, on two different media types, with one copy stored completely offline. By using multiple storage types and locations, it helps you avoid having a single point of failure.
  2. Enable Multi-Factor Authentication (MFA): Turn on MFA for every account. It adds a second proof (app prompt, code, or security key) so a stolen password alone won’t grant access.
  3. Patches and Updates: Keep everything current—laptops, phones, browsers, and even routers/IoT. Updates patch known flaws attackers actively exploit. Criminals look for “holes” in outdated software.
  4. Phishing Awareness & Training: Most RaaS attacks start with a simple phishing email. Slow down on links and attachments. Verify unusual requests on a separate channel and report suspicious emails/messages to IT.

Ransomware is not only a problem for those directly affected. Awareness of events among your own or your customers’ supplier ecosystems can help you stay aware of potential vectoring threats. The DarkOwl Ransomware API is designed to answer the essential question: Has an organization I monitor been extorted or compromised in a cybersecurity incident?

Leveraging the world’s leading and continuously updated darknet data index, you can gain insight into potential risk by conducting targeted ransomware searches. Ransomware API enables users to safely query continuously sourced and updated ransomware sites, primarily but not exclusively hosted in TOR and Telegram, run by criminal gangs, and threat actors to detect mentions of criminal activity against an organization.

Search parameters enable queries by company website, company name, contact name, or other proximity indicators such as products, brands, or other intellectual property.  Automated monitoring and alerting ensure continuous vigilance to a dynamic list of sources continually updated by DarkOwl.


Curious to learn more about Ransomware API? Contact us.

Inside Dark Web Marketplaces: How Law Enforcement Dismantles Them

March 17, 2026

The dark web has become a central marketplace for criminal and illicit activity, which ranges from data breaches and identity theft to the sale of illegal goods. Unlike the surface web (publicly accessible websites) and the deep web (private databases, internal systems), the dark web can only be reached through specialized tools such as the Tor browser. Although it was originally created to enable anonymity and protect user privacy, the dark web has increasingly become a hub for cybercriminal activity.

Dark web marketplaces are concealed online trading platforms that typically operate on Tor or similar networks, where anonymous sellers offer illegal goods and services. Marketplaces rely on layered security and trust systems (user verification, escrow, and PGP(pretty good privacy)-encrypted transactions), often with updates shared via channels like Telegram. To avoid takedowns, many rotate domains or use mirrors. But invite-only platforms limit access to vetted users, strengthening their safeguards.

As these threats continue to grow, law enforcement agencies around the world are stepping up their efforts to disrupt and dismantle dark web networks. Through coordinated international operations and the use of advanced digital forensics, organizations like the FBI and Europol are making measurable progress in breaking down these hidden criminal ecosystems.

Over the past several years, international law enforcement agencies have successfully dismantled multiple major dark web marketplaces. Below are brief rundowns of some of the more famous seizures of dark web marketplaces.

WallStreet Market

Prior to its seizure, Wall Street Market was the second-largest dark web marketplace in the world.In 2019, law enforcement, led by Europol, were able to track the IP address of one the administrators following the failure of their VPN. The operation involved Germany, Australia, Denmark, Moldova, Ukraine, the United Kingdom (the National Crime Agency), and the USA (DEA, FBI, and IRS), showcasing a successful cross border collaborative effort.  

Hydra Market

In 2022, the Justice Department successfully investigated and dismantled Russian marketplace, Hydra, which at the time was the largest and longest-running marketplace on the dark web. Beginning in 2015, Hydra accounted for an estimated 80% of all dark web market related cryptocurrency. In conjunction with German authorities, the IRS Criminal Investigation branch used cryptocurrency tracking methods to identify criminals using the site and pinpointed physical server locations. German authorities were then able to arrest Dmitry Pavlov, the infrastructure provider.

Archetyp Market

In June 2025, law enforcement agencies across Europe dismantled “Archetyp Market”. At the time, the market had obtained over 600K users and boasted a total transaction volume of 250 million euros. The operation, titled Deep Sentinel, unfolded over several years with investigators tracing complex financial flows and conducting extensive digital forensic analysis. More than 300 officers from Germany, the Netherlands, Romania, Spain, and Sweden coordinated efforts to dismantle the network and targeted platform administrators, moderators, key vendors, and the underlying technical infrastructure.

By combining cyber expertise, undercover operations, and partnerships, law enforcement continues to evolve its playbook to disrupt dark web marketplaces. While these shutdowns don’t eliminate the activity entirely, they create a chain reaction undermining trust in major platforms and making vendors and buyers more cautious about where and with whom they do business.

Over the course of law enforcement’s fight against dark web marketplaces, agencies have developed and evolved an arsenal of tools and strategies to discover and dismantle the operations. Below are a few commonly used practices used in major marketplace takedowns and seizures.

Undercover Operations In some instances of dark web marketplace takedowns, agencies will take over a market by pretending to be an administrator.In 2017, Dutch authorities operated the Hansa marketplace for approximately one month, enabling them to identify and track user information. Similar tactics have been employed by the FBI, which has previously infiltrated marketplaces and conducted small purchases to collect intelligence on sellers and administrators.

Blockchain forensics – Using blockchain forensics/intelligence, investigators are able to follow the flow of digital assets and can identify wallets that cybercriminals use to store illegal funds. This tactic has been employed in multiple dark web marketplace seizures (Silk Road, Hydra) by providing investigators with a means to identify those operating the site. Once thought to be untraceable, the process has frequently enabled the identification of cryptocurrency transactions.

Network Investigative Techniques (NITs)In previous marketplace seizure cases, the FBI has used NITs to discover users IP or identity. These operations are authorized via a warrant and use malware or exploits to extract information from users and administrators active in the marketplace. As demonstrated in numerous cases, NITs are routinely used by law enforcement and have drawn scrutiny over the scope of data they are able to collect.

As new dark web marketplaces emerge and expand, law enforcement has adapted by developing more advanced and impactful investigative methods. Techniques such as the use of Network Investigative Techniques (NITs) have proven effective, though they remain controversial. Privacy advocates continue to raise concerns about these tactics, but as authorities refine and expand their capabilities, challenging their use may become increasingly difficult.

Previous law enforcement operations have demonstrated that no marketplace is beyond reach. As the mentioned cases illustrate, buyers and sellers on the dark web are not truly anonymous. Each major shutdown has resulted in numerous arrests and the seizure of millions of dollars. While these take downs have been successful, they have not curbed the creation of new marketplaces. Following the shutdown of Hydra, dark web marketplaces rebounded, and revenue climbed to $1.7 billion. Although the fight remains an uphill battle, law enforcement agencies around the world have successfully taken down several high-profile marketplaces, creating significant disruptions across the cybercriminal ecosystem.


DarkOwl has previously covered several of the aforementioned markets. Check out our blogs on Hydra and Archetyp.

After RAMP: What Comes Next for the Ransomware Underground?

March 12, 2026

The January 28 law enforcement seizure of RAMP (Russian Anonymous Marketplace) marks another inflection point in the ransomware ecosystem.

According to security researchers, RAMP was created in 2012 but “rose to prominence” in 2021 and was reportedly operated by members of the Babuk ransomware group. RAMP functioned as a Russian-language darknet forum positioned as a curated space for ransomware operators and affiliates.

Research from Yelisey Bohuslavskiy suggested RAMP may have been created by individuals with ties to Russian security services, partly as a countermeasure to the rapid expansion of Ransomware-as-a-Service (RaaS). Prior to 2020, Russian, Belarusian, and Ukrainian security agencies reportedly had substantial visibility into highly organized groups such as Ryuk, Conti, REvil, and Maze. In that context, RAMP may have functioned, in part, as an environment that allowed continued observation of the ransomware landscape as it evolved.

In a LinkedIn post, Bohuslavskiy offered a nuanced assessment of the forum’s seizure:

  • Impact on lower-tier actors: RAMP’s closure disproportionately affects smaller operators who relied on the forum for distribution, recruitment, and visibility.
  • Distribution disruption: Underground sellers lose a structured marketplace, though platforms like Telegram may absorb some of that displacement.
  • Limited impact on top-tier groups: More sophisticated ransomware groups largely avoided RAMP, wary of its associations and potential exposure.
  • Reduced visibility for Russian security services: If RAMP did function as a monitoring node, its disappearance may reduce insight into ransomware activity.

Daniel Wilcock, a threat intelligence analyst at Talion, also noted that while the RAMP operator claims to have no plans to create a new forum, actors will likely migrate to alternative darknet forums. As a result, the broader impact on the cybercrime ecosystem may be limited. In the short term, fragmentation is likely. Lower-level actors lose access to established reputation systems and launch channels. Larger entities, however, have historically demonstrated strategic resilience and operational adaptability.

The broader takeaway remains consistent: infrastructure disruptions rarely eliminate ransomware ecosystems; they redistribute them.

From a collection standpoint, this reinforces how quickly reputation and activity shift across forums when a central node disappears. We see similar dynamics in other threat environments. When a TOR-based extremist site is seized or a Telegram channel is banned, communities rarely dissolve; they fragment, migrate, and reconstitute elsewhere. The same adaptive behavior applies to cybercriminal ecosystems.

Lower-tier actors will likely continue interacting across a mix of darknet forums and messaging platforms, including Telegram.

Forums to Monitor Post-RAMP

With RAMP offline, attention is shifting toward other established and emerging hubs:

  • Exploit – A longstanding Russian-language forum with structured reputation systems and consistent exploit sales, initial access offerings, and broker activity.
  • DarkForums – An English-language platform blending data leaks, credential sales, cracking services, and mid-tier cybercriminal collaboration.
  • XSS – Historically one of the most influential Russian cybercrime forums. Despite recurring honeypot rumors, it remains active and operational.
  • BreachForums (clones and successors) – High churn, rapid rebranding cycles, and volatile trust environments that often attract opportunistic actors following major disruptions.
  • ReHub – A smaller but growing Russian-language forum that has seen increased visibility following recent enforcement actions, frequently hosting access sales and service advertisements.
  • LeakBase – Primarily focused on breached data distribution, credential leaks, and database sales, functioning more as a leak-centric marketplace than a full-service criminal forum.
  • XForums – A mid-tier forum combining exploit discussions, account sales, and service advertisements, attracting actors displaced from larger platforms.
  • HydraForums – Not directly affiliated with the original Hydra marketplace but leveraging brand recognition; hosts cybercrime services, data leaks, and marketplace-style listings.

Rather than a single dominant ransomware forum emerging immediately, we may be entering a prolonged phase of decentralization: parallel ecosystems, shorter trust cycles, and increased cross-platform migration. The BreachForums seizure produced a similar dynamic. These actors do not stop operating – they evolve, reorganize, and migrate. For threat intelligence teams and researchers, this reinforces the need to expand monitoring horizontally and strengthen cross-forum actor correlation.


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Dark Web Reactions to the Israel–Iran Conflict

March 09, 2026

On 28 February 2026, the United States and Israel launched airstrikes against Iran targeting key military commanders, nuclear facilities, and government infrastructure. The attacks reportedly resulted in the death of Supreme Leader Ali Khamenei, along with several senior officials. Iran immediately retaliated using drones and missiles against U.S. bases in the region as well as targets in Israel. Missile strikes were also reported in Saudi Arabia, the UAE, and Qatar. The conflict continues to escalate, with the U.S. government reportedly pursuing regime change while Iran seeks to demonstrate regional military capability.

As these real-world events unfold, communities on the dark web and adjacent platforms have also reacted to the conflict. Some groups have participated in cyberattacks, others have provided commentary, and many have used messaging platforms such as Telegram to share real-time updates. This blog explores reactions observed across these ecosystems.

Hacktivist groups are online collectives or loosely organized networks that use hacking or disruptive digital tactics to promote a political, social, or ideological cause. These groups have become increasingly visible on platforms such as X (Twitter) and Telegram, where they seek notoriety for their activities, particularly during major geopolitical events such as the conflict in Ukraine and the October 7 attacks in Israel. The strikes against Iran have similarly prompted increased hacktivist activity.

Common attack types associated with hacktivist groups include:

Distributed Denial of Service (DDoS) attacks: overwhelming a website or online service with large volumes of traffic, rendering it slow or unavailable to legitimate users.

Website defacement: compromising a website and replacing its content with propaganda, slogans, threats, or political messaging.

Data leaks: hackers steal and publish emails, documents, or internal files to embarrass or expose targeted organizations.

Although other types of cyber activity may occur, these represent the primary tactics observed among the hacktivist groups tracked by DarkOwl.

There has been a noticeable increase in hacktivist activity following the airstrikes on Iran, with many groups taking sides and targeting organizations or countries they perceive to be involved in the conflict. Several groups that previously supported pro-Palestinian causes have also opposed the strikes on Iran due to their broader opposition to Israel.

According to a recent report from Radware, 110 organizations were targeted across 149 hacktivist-driven DDoS attacks in the immediate aftermath of the U.S.-Israel campaign against Iran. Of these incidents, 107 were targeted entities in the Middle East, primarily focusing on public infrastructure and government institutions.

The Tunisian hacktivist group Hider Nex posted on 28 February, after a 10-day hiatus, claiming to have launched an attack against an Israeli telecommunications company in response to the strikes on Iran. The activity appeared to involve a DDoS attack. In their messaging, the group stated they “support Iran in the war against the enemies of Islam.”

The group has continued to target organizations in Israel. However, while conducting these attacks, they have also attempted to sell DDoS services and alleged Israeli data leaks, suggesting their motivations may be partly financial rather than purely ideological.

Another hacktivist group, Nation of Saviors, changed its Telegram profile image to depict the deceased Iranian Supreme Leader.

A Russian-affiliated hacktivist group known as Babayo Eror System began posting on 1 March, claiming attacks against U.S. and Israeli websites.

The group has also reposted content from Keymous+, a pro-Russian collective that has issued threats against Gulf states, arguing that these countries stand to benefit from U.S. and Israeli strikes on Iran. The group has framed these activities under the hashtag #Op_Epstein_Gulf, an apparent reference to disgraced financier Jeffrey Epstein.

While most hacktivist groups observed have focused primarily on DDoS attacks and website defacement, some are expanding their messaging to include references to potential targets and reported casualties. Additional information related to this activity is discussed later in this blog.

Many of these groups are also sharing videos and images related to the conflict, as well as commentary from politicians and public figures. While some of this content appears to be AI-generated, other material appears legitimate; however, the authenticity of these images and videos has not been independently verified. Some media also appears to be forwarded directly from news sources.

The mixture of authentic media, reposted news footage, and AI-generated imagery reflects a broader pattern of information amplification and narrative shaping commonly observed in hacktivist online ecosystems.

The group Z-BL4CX-H4T shared a video appearing to show a hanger filled with drones and followed this with posts listing countries they claimed Iran had successfully attacked.

The group also claimed that North Korea was supporting Iran in attacks against US and Israel affiliated sites.

As with previous conflicts, Telegram has become a major source of real-time information sharing. Numerous posts on the platform have circulated footage of missile strikes, images of military equipment, and updates from official organizations.

The Telegram channel ايران بالعربي (Iran in Arabic), which supports the Iranian government, shared images, and video footage of protests allegedly criticizing U.S. imperialism. The post claimed the protest took place in Stockholm, although DarkOwl has not verified the authenticity of these images.

The channel also shared images that appear to show people celebrating in the streets of Tehran.

As during the October 7 attacks, the IDF Telegram channel has been used to share official updates and warnings with Israeli citizens, including guidance on whether residents should take shelter.

News agencies have also circulated urgent warnings, identifying areas being targeted.

Additional videos circulating on Telegram appear to show damage from airstrikes in civilian areas. These images have not been independently verified by DarkOwl.

Other imagery shared on Telegram attempts to link the conflict in Iran with the ongoing war in Gaza.

Several groups associated with white supremacist ideology have also commented on the conflict.

One group stated that while they oppose Israel due to antisemitic beliefs, they also do not support Iran due to its Muslim identity, reflecting their ideological vision of a white, Christian ethno-state.

However, another Telegram channel shared an AI-generated image supporting Iran, which included both the Iranian flag and the Sonnenrad symbol, commonly associated with neo-Nazi and Atomwaffen-affiliated extremist groups.

This example highlights a broader trend in which ideological boundaries are increasingly blurred, particularly among groups linked to Nihilistic Violent Extremism (NVE).

DarkOwl monitors a range of Telegram and Rocket.Chat channels used by jihadist groups and their supporters, including communities linked to ISIS and al-Qaeda. Early reactions to the Israel–Iran conflict have emerged across these platforms.

A statement attributed to a group calling itself the Cyber Jihad Movement was identified on March 4, 2026, by counterterrorism researchers. The English-language document presents the group as an “IT organization linked to al-Qaeda” and calls on supporters to participate in what it describes as a “global cyber jihad.”

The statement encourages technically skilled supporters to conduct cyber operations targeting the governments and institutions of the United States, Israel, Pakistan, India, and several Arab countries, including cyberattacks designed to disrupt financial systems and government infrastructure.

The document also announces the group’s “entry” into the Iran–United States conflict and the Afghanistan–Pakistan conflict, expressing support for the Pakistani Taliban (TTP) and the Islamic Emirate of Afghanistan (Taliban).

While there is currently no public evidence of operational capability associated with the Cyber Jihad Movement, the messaging reflects ongoing attempts by jihadist-aligned actors to frame cyber activity as a legitimate extension of militant struggle.

Supporters of the Islamic State also discussed the conflict on an unofficial Rocket.Chat server historically used by IS sympathizers.

Users shared reactions to early reports of the conflict, often expressing hostility toward Iran and Shia Muslims.

Some users suggested that prolonged military pressure on Iran could create opportunities for expansion by Islamic State Khorasan Province (ISKP).

Some participants framed the conflict as validation of Islamic State narratives about its ability to challenge global powers.

Discussion on the server also revealed growing paranoia about infiltration by researchers and law enforcement, particularly following arrests linked to previous administrators of the community.

These conversations illustrate how jihadist communities interpret geopolitical events through ideological narratives while simultaneously dealing with internal distrust and operational pressure.

Iranian-aligned militia groups across Iraq and the broader “Axis of Resistance” ecosystem have also used Telegram channels to shape narratives surrounding the conflict, combining operational claims, ideological messaging, and propaganda directed at regional and Western audiences.

The group وحدة الصفوة (Safwa Unit), which claims affiliation with Kata’ib Hezbollah, has circulated graphics identifying alleged Israeli targets, including Israeli officials and public figures.

The channel has also shared imagery commemorating individuals it describes as Hezbollah “martyrs.”

Such messaging blends propaganda and intimidation and reflects a broader pattern of militant-aligned channels using visual propaganda to signal potential targets while reinforcing narratives of resistance.

Another Telegram channel monitored by DarkOwl is أصحاب الكهف (Ashab al-Kahf), affiliated with Iraqi Popular Mobilization Forces (PMF) factions including Kata’ib Sarkhat al-Quds (كتائب صرخة القدس).

Recent posts on the channel have focused on the conflict and tensions involving U.S. forces.

One statement claimed responsibility for targeting a U.S. military base in Kuwait using drones, warning that operations would escalate.

Other posts emphasized ideological alignment with Iranian Supreme Leader Ali Khamenei, framing the conflict as part of a broader struggle against Western influence.

The channel also shared stylized propaganda imagery depicting Khamenei in militant imagery.

Taken together, this content illustrates how Iranian-aligned militia channels blend operational claims, ideological messaging, and propaganda to frame regional conflict narratives.

Communities across the dark web and adjacent platforms are actively reacting to the escalating conflict between Iran, Israel, and the United States. These reactions vary widely depending on the ideological orientation of each community.

Hacktivist groups have attempted cyberattacks against perceived adversaries; news channels have used Telegram to disseminate real-time updates, and extremist communities have leveraged the conflict to amplify propaganda narratives.

As the conflict continues to evolve, online discourse within these ecosystems will shift alongside real-world developments. DarkOwl will continue monitoring these platforms for emerging threats, cyber activity, and extremist messaging related to the conflict.


Ransomware Affiliate Programs: Anatomy of a Criminal SaaS

March 5, 2026

Ransomware isn’t just malware, it is an operating model. Increasingly, ransomware groups as well as extorting victims themselves, have also operated “affiliate programs,” often called Ransomware-as-a-Service (RaaS). In this arrangement, a core team provides the tooling and brand, while affiliates conduct intrusions and share the proceeds with the owners of the malware.

This blog breaks down how the affiliate model works, why it persists, and which ransomware “brands” researchers most often associated with affiliate-driven operations in 2025.

A ransomware affiliate program is a partnership structure between a core operator group – usually developers and infrastructure maintainers – and affiliates which usually consist of intrusion teams who deploy ransomware and run extortion negotiations with the victim, with revenue typically split between them. Think of it as a criminal version of a platform business: the “platform” team builds and maintains the product (ransomware + infrastructure), while “partners” scale distribution (intrusions) in exchange for a share of profits.

The core group are usually responsible for maintaining the ransomware codebase and continually updating it to evade defenses; they will also host negotiation portals, victim dashboards, and leak sites where victim data is shared on the dark web.

They will also provide “support” to affiliates by providing troubleshooting services, process guidance and other things to ensure that the affiliates are successful.

Affiliate programs usually have a strict set of rules on how the ransomware can be used. The core group sets these rules and enforces program rules; these usually cover who can target what, what tactics are allowed, and dispute handling.

The Affiliate groups are usually responsible for choosing targets and executing intrusions using the malware they are supplied by the core groups. They will also perform data theft and later-stage deployment steps, run negotiations, which can sometimes have operator oversight or supplied templates. They will also coordinate payment verification and handoff of decryption. However, this can vary by program with different groups having different practices and different revenue shares.

Although the core group and the affiliates are the main practitioners, other threat actors can also be involved in this ecosystem such as Initial Access Brokers (IABs) who sell access to compromised environments which the ransomware group or affiliates will then use to target victims. There can also be specialist roles for credential theft, phishing, negotiation, laundering, etc.

This separation makes attribution harder for researchers and explains why the same intrusion patterns can “carry over” even when a ransomware “brand” changes.

Most established RaaS operations provide a bundle that looks like a grim SaaS product, this can include Affiliate panels / dashboards to manage victims, builds, and negotiations, a standardized extortion workflow which can include victim instructions, negotiation playbooks, as well as product support. They will also be provided with access to leak site infrastructure, hosted on the dark web, to publish victim data and increase pressure. As well as being provided with all the tools, being an affiliate is an attractive prospect as it also provides brand credibility. A known “name” can increase perceived threat and victim payment rates. Not all ransomware groups are the same, and some have the reputation for being successful and or being able to target high profile victims.

While the entry method differs by actor, many affiliate-run incidents follow a familiar lifecycle:

  1. Initial Access: The threat actor will obtain access to the victim’s infrastructure commonly via stolen credentials, exposed services, or purchased access, from an initial access broker. Increasingly data leaked after a ransomware attack can be used to target a supply chain.
  2. Data Theft: While traditionally ransomware encrypted data so the victim could not access it, that is not usually the case anymore with most actors simply exfiltrating as much data as they can from the victim. This data will then be used to extort the victim in the hope that the “ransom” will be paid to avoid the financial and reputational damage of having data shared on the dark web.
  3. Encryption & Ransom: Some actors do still use an encryption method as part of their tactics, and in all cases will issue a ransom note which will provide details of their demands – usually payment in cryptocurrency. Many groups position themselves in these notes as researchers who are helping the victim avoid damage. Whether encryption occurs is sometimes secondary, the “business” is often extortion, not encryption.
  4. Negotiation: Usually through the ransom note the victim is provided with a timeline in which to pay the ransom to avoid having their data released; this can also appear as a countdown on the darkweb leak site. The actors will often provide a portal for the victim to contact the threat actor, often on the dark web where negotiation can happen. As most victims do not disclose if they have paid the ransom or not, we do not have a clear picture of how these negotiations play out.
  5. Payment or Leak: If the victim chooses to pay the ransom, they will be provided with a cryptocurrency address in which to make the payment to. They will be provided with a decryptor, if the data was actually encrypted and the victim’s name will be removed from the leak site. However, the fact that the victim appeared on the page and then removed can suggest payment was made and can still cause reputational damage.

Many 2025 “top group” lists rely on data-leak site postings as a proxy for activity, but it undercounts failed extortions, private settlements, and unposted victims. Furthermore, as the data has been exfiltrated, there is no guarantee that making the payment means the data will not be released at some point. If the payment is not made, the data will be made available for download on the leak site.

Affiliate programs need incentives and mechanisms to manage distrust and also to attract “good” actors to run operations. The programs usually work on the basis of revenue splits, where the affiliate keeps the larger portion, and operators take a platform fee.

Affiliates will often choose a ransomware brand that has not only had public success but also that are perceived as reliable payers. They may work with multiple groups. RaaS operators compete for affiliates with better splits, better support, more stable infrastructure, and broader “brand” recognition.

However, the core group can also be picky about who they work with, some groups are reported to only work with affiliates from certain countries and will set up their systems in a way to avoid exit scams, where operators steal all of the proceeds and do not pay the platform fee.

Takedowns, leaks, and internal conflicts lead can lead to splits, rebrands, and “new” groups that may be continuity operations rather than truly new actors. When a brand is disrupted, affiliates don’t disappear; they migrate, bringing tradecraft and victim targeting patterns with them.

Below are ransomware “brands” reported to be operating in an affiliate-friendly or RaaS-like manner. This is not exhaustive, and “brand” ≠ a single consistent team.

All of these groups are tracked by DarkOwl, with their leak sites being closely monitored for new victims.

Ransomware affiliate programs persist because they’re efficient; they turn a complex criminal operation into a repeatable platform. In 2025, the most important researcher takeaway isn’t just which brand is “on top,” but how affiliates move, how brands compete for them, and how extortion infrastructure evolves across disruptions.


Learn how DarkOwl tracks these groups and more. Contact us.

Threat Intelligence RoundUp: February

March 02, 2026

Our analyst team shares a few articles each week in our email newsletter which goes every Thursday. Make sure to register! This blog highlights those articles in order of what was the most popular in our newsletter – what our readers found the most intriguing. Stay tuned for a recap every month. We hope sharing these resources and news articles emphasizes the importance of cybersecurity and sheds light on the latest in threat intelligence.

1. Mandiant Finds ShinyHunters-Style Vishing Attacks Stealing MFA to Breach SaaS Platforms – The Hacker News

On January 31, Mandiant reported a newly identified expansion in threat activity involving tactics similar to those used by ShinyHunters. These attacks employ voice phishing (vishing) and credential-harvesting websites that impersonate targeted organizations, enabling attackers to obtain single sign-on (SSO) credentials and multi-factor authentication (MFA) codes to gain unauthorized access to victim environments. Mandiant’s threat intelligence team said it is monitoring the activity across several clusters, UNC6661, UNC6671, and UNC6240 (ShinyHunters), to account for the possibility that these groups are evolving their tactics or imitating previously observed methods. Read full article.

2. Hackers exploit SolarWinds WHD flaws to deploy DFIR tool in attacks – BleepingComputer

CISA flagged a critical SolarWinds Web Help Desk (WHD) vulnerability, CVE-2025-40551, that is now being exploited by unknown hackers. Using legitimate tools, such as Zoho ManageEngine, threat actors were able to target organizations and maintain persistent, hands-on access to compromised environments. Following initial access, attackers installed the Zoho ManageEngine Assist agent from an MSI hosted on the Catbox file-sharing platform, configured it for unattended access, and registered the affected host with a Zoho Assist account created using an anonymous Proton Mail address. Article here.

On January 28, it was discovered the FBI had seized RAMP, a Russian cybercrime forum, that advertised malware and hacking services. Both the forum’s Tor site and its Clearnet domain, ramp4u[.]io, have been taken offline and now show a seizure banner declaring, “The Federal Bureau of Investigation has seized RAMP.” According to the notice, “This action has been taken in coordination with the United States Attorney’s Office for the Southern District of Florida and the Computer Crime and Intellectual Property Section of the Department of Justice,” indicating a multi-agency effort behind the takedown. RAMP administrator “Stallman” acknowledged the takedown in a message on XSS, adding that he has no plans to create a successor platform. Read more here.

Chinese state hacking group, UNC6201, is believed to be behind a zero-day exploitation of  in Dell RecoverPoint for Virtual Machines, tracked as CVE-2026-22769. The high-risk vulnerability has been exploited since May 2024 and shows persistent access of the malware SLAYSTYLE and BRICKSTORM. Additionally, UNC6201 deploys a newly identified malware called Grimbolt, which leverages a technique that is faster and more difficult to analyze than BRICKSTORM. Google Threat Intelligence Group (GTIG) has not confirmed an initial access vector, but previous attacks connected to UNC6201 indicate a possible target of edge appliances for initial access. Read here.

5. Reynolds Ransomware Embeds BYOVD Driver to Disable EDR Security Tools – The Hacker News

Researchers have identified a new ransomware family, Reynolds, which embeds a built-in Bring Your Own Vulnerable Driver (BYOVD) component within its payload to evade security defenses. The technique BYOVD abuses legitimate flaws in driver software that disables Endpoint Detection and Response (EDR) making it possible for malicious activity to go undetected. While similar techniques have been observed in prior attacks, the Reynolds campaign specifically drops a vulnerable NsecSoft NSecKrnl driver and terminates processes associated with multiple security programs. Learn more.

6. One threat actor responsible for 83% of recent Ivanti RCE attacks – BleepingComputer

Recent threat intelligence observations link one threat actor to two critical vulnerabilities (CVE-2026-1281 and CVE-2026-1340) in Ivanti Endpoint Manager Mobile (EPMM). According to GreyNoise Threat Research team, between February 1st and 9th the EPMM experienced 417 observed exploitation sessions. Of those 417, 83% of observed exploitation can be tracked to a single IP address (193.24.123.42) on bulletproof infrastructure. The activity is designed to trigger a DNS callback to a unique subdomain controlled by the tester. This approach allows threat actors to confirm that their command was successfully executed without needing a direct response from the target system. Read full article.

7. Sandworm hackers linked to failed wiper attack on Poland’s energy systems – BleepingComputer

In late December 2025, the Russian state sponsored hacking groups, Sandworm, attempted to deploy a destructive “data-wiping malware” called DynoWiper against Poland’s power grid. Polish officials have claimed the attack “targeted two combined heat and power plants as well as a management system used to control electricity generated from renewable sources such as wind turbines and photovoltaic farms.” Officials also stated that their current “systems in place” were able to prevent the attack but gave minimal additional information. Read full article.

8. China-Linked Amaranth-Dragon Exploits WinRAR Flaw in Espionage Campaigns – The Hacker News

Throughout 2025, Amaranth-Dragon, a China-linked threat actor has been connected with new cyber espionage campaigns targeting government and law enforcement in Southeast Asia. Threat actors abused a now-patched security vulnerability (CVE-2025-8088) in RARLAB WinRAR, which permits arbitrary code execution upon opening a specially crafted archive.  Although the exact method of initial access is still unclear, the highly targeted nature of the campaigns and the use of customized lures tied to regional political, economic, or military events strongly suggest spear-phishing. In these attacks, emails likely delivered archive files hosted on trusted cloud services such as Dropbox, helping attackers appear legitimate and evade traditional perimeter defenses. Learn more.


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7 Early Warning Signals before a Cyberattack: Know what to look for and how to counter them

February 26, 2026

Cyberattacks rarely occur on impact. There are often early warning signals.

Long before ransomware detonates, credentials are stolen and sold, meaning data is quietly being exfiltrated from the system. Meaning there are indicators. Slight behavior shifts. Fragments of telemetry that, viewed individually, look harmless. Viewed as a collective, they tell a story.

Most organizations do not fall victim because they lack tools. They become victims because they lose or dismiss early warning signals as noise.

If you want to interrupt an attack before it becomes an incident, you have to know what to look for and you have to treat weak signals seriously.

Identity is the primary control plane in modern environments. According to the 2024 Verizon Data Breach Investigations Report, the majority of breaches continue to involve the human element, including stolen credentials and social engineering.

Early warning signs often appear in authentication telemetry before anything else.

Look for:

  • Repeated failed logins followed by a successful login from the same account
  • Logins from atypical geographies or impossible travel scenarios
  • Dormant accounts suddenly becoming active
  • Privilege escalation requests that do not align with job functions

These are not necessarily breaches. But they are often precursors.

Adversaries frequently test credentials quietly before operationalizing access. The MITRE ATT&CK framework documents techniques such as credential stuffing, password spraying, and valid account abuse under Initial Access and Persistence tactics.

If identity behavior shifts, assume it is meaningful until proven otherwise.

Multifactor authentication is not invincible. Attackers increasingly exploit user behavior instead of cryptographic weaknesses.

Push bombing, also known as MFA (multifactor authentication) fatigue, floods a user with repeated authentication prompts until they approve one out of frustration or confusion. The Cybersecurity and Infrastructure Security Agency has published guidance highlighting this growing tactic.

Early warning indicators include:

  • Multiple MFA prompts within short time periods
  • Authentication approvals outside normal working hours
  • Users reporting repeated push requests they did not initiate

When a user comments, “I keep getting login prompts even though I’m not trying to sign in” that’s not a help desk or internal IT nuisance. It’s an intrusion attempt in progress.

Privilege creep happens naturally over time. Attack driven privilege escalation looks different.

Take notice when you see:

  • Service accounts added to privileged groups without change control documentation
  • Administrative roles assigned temporarily and never revoked
  • API keys created outside normal deployment pipelines

The 2023 IBM Cost of a Data Breach Report noted that organizations with mature identify and access management practices experienced significantly lower breach costs compared to those without.

Access to expansion without operational justification is rarely accidental. It is often reconnaissance or staging.

Before large scale data exfiltration occurs, the threat actors have already mapped out the environment. They enumerate systems, prob for open ports, and test lateral movements before escalations.

Signals to look for:

  • Internal port scanning from a user workstation
  • Lateral traffic patterns that do not match baseline behaviors
  • DNS queries to newly registered or suspicious domains

According to the 2024 CrowdStrike Global Threat Report, adversaries continue to reduce breakout times, meaning the time between initial access and lateral movement can be quite short.

If your only alerts are on large data transfers, you may be waiting to react until it’s already at the end of the story. Early detection means paying attention to reconnaissance.

Attackers frequently attempt to disable security tooling before executing payloads.

Warning signals include:

  • Endpoint detection agents being stopped or uninstalled
  • Logging services disabled or modified
  • Registry or system configuration changes affecting security posture

Again, the MITRE ATT&CK technique Impair Defenses specifically outlines how adversaries disable or modify security tools to evade detection.

If telemetry goes dark unexpectedly, treat that as an alert, not as an inconvenience.

Not all early signals originate inside your environment.

Compromised credentials, exposed API keys, and proprietary data often appear on underground forums and marketplaces before being weaponized at scale. Proactive darknet monitoring can identify leaked corporate emails, password dumps, and access listings tied to your organization.

Routinely monitoring for credential exposure and enforcing password resets and token revocation when compromise is suspected.

External signals can provide a critical time advantage.

Security telemetry is critical. So is human intuition.

Sometimes employees notice:

  • Suspicious emails that somehow bypassed filters
  • Files appearing in a shared drive that no one claims ownership of
  • Systems behaving slower or differently than usual

Encouraging reporting without penalty. The 2024 Verizon DBIR emphasizes that human reporting remains a key detection source for many incidents.

If your culture discourages raising small concerns, you will only hear about problems when it is too late.

Attackers operate in stages. Initial access. Persistence. Privilege escalation. Lateral movement. Exfiltration. Impact.

Each and every stage generates signals.

Organizations that wait for definitive proof of compromise are often responding during the Impact phase. At that point, containment becomes expensive and public.

Early warning detection shifts the timeline left.

It creates opportunities to:

  • Reset credentials before privilege escalation
  • Isolate endpoints before ransomware deployment
  • Revoke tokens before data exfiltration

The financial implications are significant. IBM reports that organizations that identified and contained breaches under 200 days save substantially compared to those with longer dwell times.

Speed matters. However, speed cannot increase without signal recognition.

Recognizing early indicators is not about being paranoid. It is about pattern awareness and pattern detection.

Practical steps include:

  • Baseline normal behaviors across identity, network, and endpoint telemetry
  • Correlate weak signals across multiple control layers
  • Treat identity anomalies as high priority events
  • Integrate darknet monitoring into threat intelligence workflows
  • Encourage user reporting and close the feedback loop.

You will never be able to eliminate all risks. The goal is to reduce attackers’ dwell time.

Cyberattacks rarely occur unannounced. The warnings are just whispers, not shouts.

Organizations need to learn to listen to those whispers and how to act before they become a crisis.


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