What initially appeared to be a routine brute-force alert ultimately revealed a far more complex ransomware-linked infrastructure, demonstrating how even low-level signals can expose deeper cybercriminal operations.
According to analysis by Huntress, an investigation that began with a single successful Remote Desktop Protocol (RDP) login uncovered unusual credential-harvesting behavior, globally distributed attacker infrastructure, and connections to services potentially supporting ransomware-as-a-service and initial access brokers.
When “Routine” Alerts Are Not Routine
Brute-force attempts against internet-exposed RDP systems are common and often treated as background noise. However, intrusion detection rarely follows a clean, linear path. Analysts frequently receive alerts from the middle of an attack chain, requiring them to investigate both earlier entry points and potential next steps simultaneously.
In this case, a network had an RDP server exposed online. While widely recognized as risky, many organizations maintain such exposure due to operational needs. The investigation began after a security operations center detected domain enumeration activity.
Detecting the Initial Compromise
Reviewing Windows event logs revealed sustained brute-force login attempts. Investigating such activity can be difficult because logs often become saturated with failed login records, sometimes overwriting valuable security data. Additional noise from automated service accounts used in scanning tools further complicates analysis.
Despite these challenges, analysts identified that one account had been successfully compromised among many failed attempts.
The compromised account showed logins from multiple IP addresses. While unusual, timestamp analysis indicated a single attacker leveraging distributed infrastructure rather than multiple actors.
Once inside, the attacker began enumerating domain groups and configurations, a typical step before lateral movement. Upon confirming malicious activity, defenders isolated systems across the network to contain the intrusion.
Unusual Credential Collection Methods
At first glance, the attack appeared standard. However, further analysis revealed behavior that did not align with typical attacker playbooks.
Threat actors usually extract credentials from system memory or registry data using tools such as Mimikatz, Procdump, or Secretsdump, or they collect browser-stored authentication data. These approaches are efficient and widely used.
In this case, the attacker instead manually searched for credentials stored in files across the system. Evidence showed the use of simple tools like text editors to open files containing potential login information. Jumplist artifacts confirmed repeated access to such files.
This approach is uncommon because credentials stored in files may be outdated or unreliable, requiring manual verification. Researchers suggest most attackers avoid this method due to its inefficiency, preferring automated techniques that consistently yield usable credentials. The behavior here suggests an effort to gather as much credential material as possible, even through less reliable means.
Mapping the Infrastructure
This unusual activity prompted deeper analysis of the attacking infrastructure. Initial intelligence linked one IP address to known ransomware activity, including associations with Hive and references in advisories from the Cybersecurity and Infrastructure Security Agency related to BlackSuite.
Further investigation into TLS certificates revealed a domain, specialsseason[.]com. By pivoting through certificate fingerprints, analysts identified additional infrastructure, including multiple domains and IPs following a consistent naming pattern such as NL-<countrycode>.specialsseason[.]com.
This indicated a geographically distributed network spanning regions including the United States and Russia. Many of these systems exposed active services across multiple ports, suggesting operational infrastructure.
Additional analysis uncovered another domain, 1vpns[.]com, closely resembling a legitimate VPN provider. Related domains advertised services claiming to maintain zero logs, a feature that could enable anonymity for malicious actors.
The terminology “special season,” often associated with “big game hunting,” aligns with ransomware campaigns targeting high-value organizations. Public reporting has also linked similar VPN infrastructure to ransomware groups, suggesting use within ransomware-as-a-service ecosystems and by initial access brokers who sell network access.
Why This Case Stands Out
Cybersecurity incidents are often analyzed through frameworks focusing on tactics and indicators, but rarely provide visibility into the underlying infrastructure. This case offers insight into how such ecosystems operate and highlights the attackers’ clear focus on acquiring credentials.
It also underlines the importance of expanding investigations beyond immediate containment. While most incidents lack sufficient data for deeper analysis, this case demonstrates how a single data point can reveal a broader operational network.
Ransomware remains a persistent threat across industries, and brute-force attacks continue to serve as a common entry point. While often dismissed as routine, this case shows that deeper investigation can uncover coordinated and large-scale cybercriminal activity.
For defenders, the lesson is clear: even the most ordinary alert can expose something far more substantial when examined closely.
