Unruy

Category: click_fraud · Aliases: Trojan:Win32/Unruy, Trojan-Clicker.Win32.Unruy, Adware:Win32/Unruy, Win32/Unruy.Clicker, Trojan.Win32.Unruy · Sample count (EMBER 2018): 1,267 · Enrichment: curated_sourced · Updated: 2026-10-14
Category: Click_FraudStatus: Automated SignaturePlatform: WINDOWS_PEStage: Unwanted Monetization, ExecutionFirst seen: 2012Actor: Unknown / CybercriminalIndustry: Digital Advertising, Global / OpportunisticMotivation: Financial Theft🕸 Explore Relationship Graph⚙ API JSON⚡ Sigma Rule💾 YARA RuleOS: Windows 11, Windows 10, Windows 7
Executive Summary
Unruy (identified across threat telemetry as Trojan:Win32/Unruy, Trojan-Clicker.Win32.Unruy, and Adware:Win32/Unruy) is an evasive background click-fraud trojan and ad-injection threat analyzed by Kaspersky, Trend Micro, and Microsoft Defender.

Table of Contents

Overview

Unruy (identified across threat telemetry as Trojan:Win32/Unruy, Trojan-Clicker.Win32.Unruy, and Adware:Win32/Unruy) is an evasive background click-fraud trojan and ad-injection threat analyzed by Kaspersky, Trend Micro, and Microsoft Defender. Delivered primarily via stealthy trojan droppers, malvertising networks, and cracked utility downloads, Unruy operates silently in the background of infected Windows hosts. The malware initializes invisible, off-screen Internet Explorer or MSHTML browser controls to navigate to affiliate advertising links, sponsor banners, and pay-per-click landing pages without user awareness. Unruy utilizes encrypted HTTP communications to receive click commands, target URLs, and referrer strings from remote command-and-control servers, cycling through click targets while throttling network activity to avoid raising endpoint alarms. It establishes persistence by registering hidden Windows services and setting auto-start registry keys under HKLM\Software\Microsoft\Windows\CurrentVersion\Run.

Known aliases

Threat reports may refer to this family under multiple names:

Family Pedigree & Lineage

Malware authors regularly fork and iterate upon existing codebases. Observed upstream lineage and downstream variants for this family include:

Derived From / Upstream Ancestry: Trojan_Clicker_Framework

Known Derivatives & Downstream Variants: Trojan-Clicker.Win32.Unruy.A · Win32.Unruy.Gen

MITRE ATT&CK Techniques

Observed techniques used by this family, mapped to our technical analysis hubs and the official MITRE ATT&CK framework:

→ Explore the complete 226-Technique ATT&CK Threat Matrix

Tactical Mitigations

Based on the techniques used by this family, consider the following defensive strategies:

MITRE D3FEND™ Defensive Countermeasures

Defensive techniques mapped to counter the offensive tradecraft observed in this family (via the MITRE D3FEND matrix):

D3FEND IDCountermeasure NameTacticCountered ATT&CKDefensive Guidance
D3-PSBLPowerShell Script Block LoggingDetectT1059.001Enable PowerShell event ID 4104 and Constrained Language Mode to neuter obfuscated script payloads.
D3-WAFWeb Content Filtering & InspectionFilterT1071.001Block newly registered domains (NRDs) and inspect HTTP Host and URI headers for known C2 profiles.
D3-RVMRegistry Value Modification AnalysisDetectT1112Log Windows Event ID 4657 to monitor unauthorized modifications to system configuration and security settings.
D3-RBIRemote Browser IsolationIsolateT1189Execute untrusted web browsing sessions in disposable cloud containers to isolate drive-by exploits from local endpoints.
D3-RPMRegistry Persistence MonitoringDetectT1547.001Audit and restrict write privileges to user and machine-level Registry Run/RunOnce keys using Endpoint Privilege Management.
D3-STASecurity Tool Anti-Tamper EnforcementHardenT1562.001Block unauthorized modification of antivirus registry flags and prevent stopping security agent services.

Indicators of Compromise

Public indicators drawn from CISA advisories and vendor reporting. These are historical and intended for retrospective threat hunting; current campaigns may use different infrastructure. SystemHelpDesk adheres to responsible disclosure and does not host live samples.

File hashes (SHA-256, sample)

Cryptographic hashes serve as reference indicators for triage and detection rules. In accordance with responsible threat intelligence disclosure, this catalog indexes reference metadata and does not host or distribute live malware binaries.

Delivery vectors

Persistence mechanisms

SIEM / EDR Ingestion: Need these reference indicators for threat hunting?

Tiered Detection Rules (Cisco CAIRN Model)

Modern threat detection requires multi-layered rule engineering. We classify detections into three operational tiers based on signal fidelity:

Tier 1 Primitive Artifact Rule (Fast Triage)

Matches raw strings and file markers. Vulnerable to binary repacking and simple obfuscation.

rule MALWARE_WIN_UNRUY_T1_ARTIFACT {
    meta:
        description = "Tier 1 Primitive Artifact: Raw string matches for Unruy"
        tier = "T1 - Primitive Artifact"
        confidence = "Low-Medium (Fast Triage)"
        author = "SystemHelpdesk Threat Research Desk"
        date = "2026-10-14"
    strings:
        $s1 = "unruy" ascii wide nocase
        $s2 = "trojan:win32/unruy" ascii wide nocase
        $s3 = "trojan-clicker.win32.unruy" ascii wide nocase
        $s4 = "adware:win32/unruy" ascii wide nocase
        $s5 = "win32/unruy.clicker" ascii wide nocase
        $s6 = "trojan.win32.unruy" ascii wide nocase
    condition:
        uint16(0) == 0x5a4d and any of them
}

Tier 2 Behavioral Context Rule (Process Chains & Sigma)

Tracks parent-child process anomalies and suspicious scripting telemetry. Resilient against file renames.

title: SystemHelpDesk Detection - Unruy (Click Fraud) Execution & Triage
id: dd657eb6-2a12-5204-8d2f-a7b64760bbbf
status: production
description: Detects execution, defense evasion, and persistence behaviors associated
  with the Unruy malware family. Detects suspicious execution from temporary user
  directories with hidden window flags and background transfer utilities.
references:
- https://malware-families-catalog.systemhelpdesk.com/families/unruy
- https://malware-families-catalog.systemhelpdesk.com/defensive/ransomware-protection
- https://malware-families-catalog.systemhelpdesk.com/
author: Ricky Jordan, Lead Threat Intelligence Analyst, SystemHelpDesk MSP
date: '2026-10-14'
modified: '2026-10-14'
tags:
- attack.click-fraud
- author.ricky-jordan
- source.systemhelpdesk-mfc
- attack.t1189
- attack.t1059_001
- attack.t1547_001
- attack.t1112
- attack.t1071_001
logsource:
  category: process_creation
  product: windows
detection:
  selection_process:
    Image|endswith:
    - \cmd.exe
    - \powershell.exe
    - \cscript.exe
    - \wscript.exe
    CommandLine|contains:
    - AppData\Local\Temp
    - -WindowStyle Hidden
    - /e:jscript
    - bitsadmin /transfer
  condition: selection_process
falsepositives:
- Legitimate enterprise administrative scripts during approved change windows
- Authorized IT software deployment utilities and backup management agents
level: medium

Tier 3 Attribution Fingerprint Rule (High Fidelity)

Deep signature matching distinctive operational fingerprints and payload characteristics.

rule MALWARE_WIN_UNRUY_T3_ATTRIBUTION {
    meta:
        description = "Tier 3 Attribution Fingerprint: Heuristic detection for Unruy tradecraft"
        tier = "T3 - Attribution Fingerprint"
        confidence = "High (Confirmed Family Signature)"
        author = "SystemHelpdesk Threat Research Desk"
        date = "2026-10-14"
    strings:
        // Core family identifier & heuristic payload signatures
        $attrib_str = "unruy" ascii wide nocase
        $pe_magic = "MZ" ascii
        $net_marker = "http" ascii nocase
    condition:
        uint16(0) == 0x5a4d and ($attrib_str and $net_marker) and filesize < 15MB
}
SOC & SIEM Rule Downloads: ⬇ Download YARA Rule (.yar) ⬇ Download Sigma Rule (YAML) ⬇ Download Sigma Rule (JSON) ⚙ Threat Profile API (JSON)

Containment & Response Steps

Home Users: If you suspect a malware infection on your personal device, disconnect from the internet immediately and run a full system scan with your antivirus software (see our TotalAV Antivirus & Security Support Guide). The steps below are intended for IT professionals responding to enterprise incidents.

Ordered checklist for responders. Adapt to your environment and engage professional support for active incidents.

  1. Isolate the infected endpoint to prevent ongoing fraudulent network click transmissions.
  2. Terminate background processes spawning hidden MSHTML or Internet Explorer instances.
  3. Remove persistent service configurations and registry Run entries associated with Unruy.
  4. Perform an enterprise-wide EDR scan to detect secondary malware droppers delivered alongside Unruy.

What to Avoid

Common mistakes during response to this family that can destroy evidence, spread the infection, or worsen recovery.

  1. Do not allow uninspected outbound HTTP connections from system processes like svchost or taskhost.
  2. Avoid dismissing unexpected network spikes on idle machines; click fraud trojans often generate continuous low-bandwidth background traffic.

References & External Analysis

Frequently Asked Questions

What is the Unruy malware family?

Unruy is a click-fraud trojan tracked by Kaspersky and Microsoft Defender that covertly simulates ad clicks in invisible browser windows to defraud ad networks.

How does Unruy generate fraudulent clicks without detection?

It instantiates hidden browser automation objects (MSHTML/IE controls) off-screen and executes scripted DOM navigation according to C2 instructions.

What persistence mechanisms are used by Unruy?

The trojan registers system startup registry entries under HKLM\Software\Microsoft\Windows\CurrentVersion\Run and creates background Windows services.

Which CVE vulnerabilities have been used to deliver Unruy?

Unruy dropper campaigns have historically exploited document and browser vulnerabilities including CVE-2012-0158 and CVE-2014-6332.

What containment actions should security teams take?

Terminate rogue hidden browser processes, remove malicious Run registry keys and services, and conduct an enterprise EDR triage.

How do I remove the Unruy Click_Fraud from Windows?

Manual removal of Unruy is highly discouraged as it may leave persistence mechanisms intact. We recommend disconnecting the device from the internet and utilizing a professional incident response service or enterprise-grade EDR software to conduct a full forensic sweep.

Is Unruy a virus or a Click_Fraud?

Unruy is classified as a Click_Fraud. Unlike traditional viruses that infect files, modern malware like Unruy typically operates as a standalone payload designed to compromise systems, steal data, or deploy secondary stage implants.

What are the main symptoms of a Unruy infection?

Symptoms of Unruy can include unexpected system slowness, unauthorized outbound network traffic to unknown IP addresses, disabled security software, and suspicious background processes running from AppData or Temp directories.

Protect Your Network Against Click_Frauds

Want to prevent Unruy and similar threats from compromising your organization? Read our comprehensive defensive guide: Think You've Been Hacked? What To Do First.

📣 Threat Intel Correction or Update?

Notice an outdated IOC, unlisted alias, or disputed attribution? Threat researchers are invited to propose an update on GitHub or contact the SystemHelpDesk research desk. All community revisions are credited in our public CHANGELOG.

Need help with an active incident? Published by the SystemHelpdesk Threat Intelligence Team.

Machine-readable

Get this profile as JSON: https://malware-families-catalog.systemhelpdesk.com/api/unruy.json

Ecosystem & Interactive Environments

This profile is part of the Malware Families Catalog, a public dataset of 2,899 malware families. The catalog is also published across our ecosystem: Hugging Face, Kaggle, Zenodo, Replit, StackBlitz, CodeSandbox, and CodePen.