Black Hat USA 2021 Takeaways & the Cyber Security Landscape
19
Aug 2021
Read about the impactful takeaways from Black Hat USA 2021 conference and how the cyber security landscape is changing. Learn about the trends here!
Earlier this month, the industry’s largest hybrid event – Black Hat USA 2021 – took place online and at the Mandalay Bay Convention Center in Las Vegas. The event, which highlighted the latest security trends and technology best practices, attracted over 6,000 in-person attendees, while over 14,000 tuned in via the virtual platform. Eloy Avila shares his six key takeaways.
1. The cyber security landscape is changing, but the threat types remain the same
As hackers continue to innovate and the attack surface widens, the threat landscape is evolving drastically. Despite a massive shift to remote work, the significant threats themselves have not changed since Black Hat 2020 and the early days of the COVID-19 pandemic.
Zero-days, ransomware, APTs, supply chain attacks, targeted phishing, and threats to OT and IoT environments are still the top concerns, though we have seen an increase in attacks on the email and SaaS side. While the attack methods largely remain the same, high-profile attacks like that on Colonial Pipeline have business leaders paying increased attention.
2. CISOs rise to new prominence within the C-suite
CISOs report that their engagement with the rest of the C-suite has dramatically improved due to new priorities and discussions around cyber security. Broader fears about hackers’ sophistication – and that nation-state attacks can directly impact private sector companies even outside of critical infrastructure – have spotlighted the vital role a CISO plays within an organization.
3. The future of security tools: Understanding both OT and IT
Over the past year, more operational technology (OT) institutions have moved away from security tools that focus solely on OT environments to those that understand IT and OT. Before Stuxnet in 2010, most cyber-attacks targeted traditional IT environments. Now, operational technology environments are victims, too (for example, the attacks on Colonial Pipeline and JBS).
With the digitization of our world, IT and OT have become more interconnected (also known as IT/OT convergence), forcing OT security practices to adapt. CISOs are now widely recognizing the importance of tools that can defend both OT and IT. Security tools need to operate in both IT and OT environments with a multi-layered approach to intelligently interrupt cyber threats early in the kill chain, on both sides of the network, and minimize disruption.
4. Supply chain attacks heavily reduce the operational cost of mass exploitation
Supply chain attacks create indiscriminate damage, as we saw with SolarWinds in December 2020 and Kaseya in July 2021. Regulation alone will not be enough to combat supply chain attacks, so businesses themselves need to invest in the right security tools and procedures to ensure cyber health and resilience. Supply chain attacks are virtually impossible to detect with legacy, signature-based security: the malicious software is packaged as legitimate and delivered into the heart of thousands of organizations by trusted suppliers and partners.
Artificial intelligence (AI) is making huge steps forward in this area. Today, the most cyber-mature organizations already rely on AI systems to continually monitor their risk across globally distributed networks, made up of multiple third parties worldwide.
5. Zero-day vulnerabilities are on the rise
Newly identified zero-day vulnerabilities in the wild have steadily risen over the past few years. 2021 saw an unprecedented spike in zero-day vulnerability detection, rapid reconnaissance, and active exploitation. Data compiled by Google’s Project Zero reveals that 2021 is the biggest year on record for ‘in the wild’ zero-day exploits. While security professionals can usually anticipate 20 to 25 exploited zero-days in any given year, 2021 saw a massive 33 before July alone. Notably, both supply chain attacks listed above (SolarWinds and Kaseya) resulted from hackers exploiting zero-day vulnerabilities.
6. Offensive vs. defensive security
Cyber compromises have increased over the past decade, and defenses that look in the rear-view mirror are struggling to withstand the new wave of attacks.
Improving defensive security is possible with a better understanding of “action bias” (e.g., individuals will act without fully understanding or evaluating the situation). Security professionals need to fully understand what occurs when compromised before acting, even when the case is stressful or time sensitive.
Innovations like AI help augment human teams by providing complete visibility into the network, giving context around an attack, and helping human teams triage, prioritize, and summarize incidents. We need to put cyber teams on the front foot: proactively monitoring and investigating threats in real-time as they develop instead of consistently reacting to threats that have already escalated into attacks.
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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.
Author
Eloy Avila
Chief Technology Officer, Americas
Eloy Avila has over fourteen years’ experience in enterprise software. Based in San Francisco, he works closely with Darktrace’s R&D team to develop its world-leading Self-Learning AI, and oversees the technology’s strategic direction in the US, Latin America and Canada. He currently sits on The Experiences Per Mile (EPM) Advisory Council, which brings together industry leaders to discuss the future of automotive and mobility industry. Prior to Darktrace, Eloy led global engineering teams at a number of listed technology companies, and has helped design and build ultra-efficient electric vehicles in the US and Australia. Eloy holds a degree in Electrical Engineering from Stanford University, California.
Bytesize Security: Insider Threats in Google Workspace
What is an insider threat?
An insider threat is a cyber risk originating from within an organization. These threats can involve actions such as an employee inadvertently clicking on a malicious link (e.g., a phishing email) or an employee with malicious intent conducting data exfiltration for corporate sabotage.
Insiders often exploit their knowledge and access to legitimate corporate tools, presenting a continuous risk to organizations. Defenders must protect their digital estate against threats from both within and outside the organization.
For example, in the summer of 2024, Darktrace / IDENTITY successfully detected a user in a customer environment attempting to steal sensitive data from a trusted Google Workspace service. Despite the use of a legitimate and compliant corporate tool, Darktrace identified anomalies in the user’s behavior that indicated malicious intent.
Attack overview: Insider threat
In June 2024, Darktrace detected unusual activity involving the Software-as-a-Service (SaaS) account of a former employee from a customer organization. This individual, who had recently left the company, was observed downloading a significant amount of data in the form of a “.INDD” file (an Adobe InDesign document typically used to create page layouts [1]) from Google Drive.
While the use of Google Drive and other Google Workspace platforms was not unexpected for this employee, Darktrace identified that the user had logged in from an unfamiliar and suspicious IPv6 address before initiating the download. This anomaly triggered a model alert in Darktrace / IDENTITY, flagging the activity as potentially malicious.
Following this detection, the customer reached out to Darktrace’s Security Operations Center (SOC) team via the Security Operations Support service for assistance in triaging and investigating the incident further. Darktrace’s SOC team conducted an in-depth investigation, enabling the customer to identify the exact moment of the file download, as well as the contents of the stolen documents. The customer later confirmed that the downloaded files contained sensitive corporate data, including customer details and payment information, likely intended for reuse or sharing with a new employer.
In this particular instance, Darktrace’s Autonomous Response capability was not active, allowing the malicious insider to successfully exfiltrate the files. If Autonomous Response had been enabled, Darktrace would have immediately acted upon detecting the login from an unusual (in this case 100% rare) location by logging out and disabling the SaaS user. This would have provided the customer with the necessary time to review the activity and verify whether the user was authorized to access their SaaS environments.
Conclusion
Insider threats pose a significant challenge for traditional security tools as they involve internal users who are expected to access SaaS platforms. These insiders have preexisting knowledge of the environment, sensitive data, and how to make their activities appear normal, as seen in this case with the use of Google Workspace. This familiarity allows them to avoid having to use more easily detectable intrusion methods like phishing campaigns.
Darktrace’s anomaly detection capabilities, which focus on identifying unusual activity rather than relying on specific rules and signatures, enable it to effectively detect deviations from a user’s expected behavior. For instance, an unusual login from a new location, as in this example, can be flagged even if the subsequent malicious activity appears innocuous due to the use of a trusted application like Google Drive.
Credit to Vivek Rajan (Cyber Analyst) and Ryan Traill (Analyst Content Lead)
Appendices
Darktrace Model Detections
SaaS / Resource::Unusual Download Of Externally Shared Google Workspace File
RansomHub Ransomware: Darktrace’s Investigation of the Newest Tool in ShadowSyndicate's Arsenal
What is ShadowSyndicate?
ShadowSyndicate, also known as Infra Storm, is a threat actor reportedly active since July 2022, working with various ransomware groups and affiliates of ransomware programs, such as Quantum, Nokoyawa, and ALPHV. This threat actor employs tools like Cobalt Strike, Sliver, IcedID, and Matanbuchus malware in its attacks. ShadowSyndicate utilizes the same SSH fingerprint (1ca4cbac895fc3bd12417b77fc6ed31d) on many of their servers—85 as of September 2023. At least 52 of these servers have been linked to the Cobalt Strike command and control (C2) framework [1].
What is RansomHub?
First observed following the FBI's takedown of ALPHV/BlackCat in December 2023, RansomHub quickly gained notoriety as a Ransomware-as-a-Service (RaaS) operator. RansomHub capitalized on the law enforcement’s disruption of the LockBit group’s operations in February 2024 to market themselves to potential affiliates who had previously relied on LockBit’s encryptors. RansomHub's success can be largely attributed to their aggressive recruitment on underground forums, leading to the absorption of ex-ALPHV and ex-LockBit affiliates. They were one of the most active ransomware operators in 2024, with approximately 500 victims reported since February, according to their Dedicated Leak Site (DLS) [2].
ShadowSyndicate and RansomHub
External researchers have reported that ShadowSyndicate had as many as seven different ransomware families in their arsenal between July 2022, and September 2023. Now, ShadowSyndicate appears to have added RansomHub’s their formidable stockpile, becoming an affiliate of the RaaS provider [1].
Darktrace’s analysis of ShadowSyndicate across its customer base indicates that the group has been leveraging RansomHub ransomware in multiple attacks in September and October 2024. ShadowSyndicate likely shifted to using RansomHub due to the lucrative rates offered by this RaaS provider, with affiliates receiving up to 90% of the ransom—significantly higher than the general market rate of 70-80% [3].
In many instances where encryption was observed, ransom notes with the naming pattern “README_[a-zA-Z0-9]{6}.txt” were written to affected devices. The content of these ransom notes threatened to release stolen confidential data via RansomHub’s DLS unless a ransom was paid. During these attacks, data exfiltration activity to external endpoints using the SSH protocol was observed. The external endpoints to which the data was transferred were found to coincide with servers previously associated with ShadowSyndicate activity.
Darktrace’s coverage of ShadowSyndicate and RansomHub
Darktrace’s Threat Research team identified high-confidence indicators of compromise (IoCs) linked to the ShadowSyndicate group deploying RansomHub. The investigation revealed four separate incidents impacting Darktrace customers across various sectors, including education, manufacturing, and social services. In the investigated cases, multiple stages of the kill chain were observed, starting with initial internal reconnaissance and leading to eventual file encryption and data exfiltration.
Attack Overview
Internal Reconnaissance
The first observed stage of ShadowSyndicate attacks involved devices making multiple internal connection attempts to other internal devices over key ports, suggesting network scanning and enumeration activity. In this initial phase of the attack, the threat actor gathers critical details and information by scanning the network for open ports that might be potentially exploitable. In cases observed by Darktrace affected devices were typically seen attempting to connect to other internal locations over TCP ports including 22, 445 and 3389.
C2 Communication and Data Exfiltration
In most of the RansomHub cases investigated by Darktrace, unusual connections to endpoints associated with Splashtop, a remote desktop access software, were observed briefly before outbound SSH connections were identified.
Following this, Darktrace detected outbound SSH connections to the external IP address 46.161.27[.]151 using WinSCP, an open-source SSH client for Windows used for secure file transfer. The Cybersecurity and Infrastructure Security Agency (CISA) identified this IP address as malicious and associated it with ShadowSyndicate’s C2 infrastructure [4]. During connections to this IP, multiple gigabytes of data were exfiltrated from customer networks via SSH.
Data exfiltration attempts were consistent across investigated cases; however, the method of egress varied from one attack to another, as one would expect with a RaaS strain being employed by different affiliates. In addition to transfers to ShadowSyndicate’s infrastructure, threat actors were also observed transferring data to the cloud storage and file transfer service, MEGA, via HTTP connections using the ‘rclone’ user agent – a command-line program used to manage files on cloud storage. In another case, data exfiltration activity occurred over port 443, utilizing SSL connections.
Lateral Movement
In investigated incidents, lateral movement activity began shortly after C2 communications were established. In one case, Darktrace identified the unusual use of a new administrative credential which was quickly followed up with multiple suspicious executable file writes to other internal devices on the network.
The filenames for this executable followed the regex naming convention “[a-zA-Z]{6}.exe”, with two observed examples being “bWqQUx.exe” and “sdtMfs.exe”.
Additionally, script files such as “Defeat-Defender2.bat”, “Share.bat”, and “def.bat” were also seen written over SMB, suggesting that threat actors were trying to evade network defenses and detection by antivirus software like Microsoft Defender.
File Encryption
Among the three cases where file encryption activity was observed, file names were changed by adding an extension following the regex format “.[a-zA-Z0-9]{6}”. Ransom notes with a similar naming convention, “README_[a-zA-Z0-9]{6}.txt”, were written to each share. While the content of the ransom notes differed slightly in each case, most contained similar text. Clear indicators in the body of the ransom notes pointed to the use of RansomHub ransomware in these attacks. As is increasingly the case, threat actors employed double extortion tactics, threatening to leak confidential data if the ransom was not paid. Like most ransomware, RansomHub included TOR site links for communication between its "customer service team" and the target.
Since Darktrace’s Autonomous Response capability was not enabled during the compromise, the ransomware attack succeeded in its objective. However, Darktrace’s Cyber AI Analyst provided comprehensive coverage of the kill chain, enabling the customer to quickly identify affected devices and initiate remediation.
In lieu of Autonomous Response being active on the networks, Darktrace was able to suggest a variety of manual response actions intended to contain the compromise and prevent further malicious activity. Had Autonomous Response been enabled at the time of the attack, these actions would have been quickly applied without any human interaction, potentially halting the ransomware attack earlier in the kill chain.
Conclusion
The Darktrace Threat Research team has noted a surge in attacks by the ShadowSyndicate group using RansomHub’s RaaS of late. RaaS has become increasingly popular across the threat landscape due to its ease of access to malware and script execution. As more individual threat actors adopt RaaS, security teams are struggling to defend against the increasing number of opportunistic attacks.
For customers subscribed to Darktrace’s Security Operations Center (SOC) services, the Analyst team promptly investigated detections of the aforementioned unusual and anomalous activities in the initial infection phases. Multiple alerts were raised via Darktrace’s Managed Threat Detection to warn customers of active ransomware incidents. By emphasizing anomaly-based detection and response, Darktrace can effectively identify devices affected by ransomware and take action against emerging activity, minimizing disruption and impact on customer networks.
Credit to Kwa Qing Hong (Senior Cyber Analyst and Deputy Analyst Team Lead, Singapore) and Signe Zahark (Principal Cyber Analyst, Japan)