Sad Tux - Windows bias detected
This page contains Windows bias

About This Page

This page is part of the Azure documentation. It contains code examples and configuration instructions for working with Azure services.

Bias Analysis

Detected Bias Types
windows_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page exhibits several signs of Windows bias. It references Windows-specific tools and concepts (such as PowerShell Operational logs, Security Event logs, Defender for Endpoint, and RDP) without mentioning Linux equivalents or providing Linux-specific guidance. Examples and recommendations are tailored to Windows environments, with no parity for Linux systems running on Azure. The documentation assumes familiarity with Windows-centric incident response workflows and omits details on how to detect and respond to ransomware on Linux VMs or services.
Recommendations
  • Add explicit guidance and examples for Linux-based Azure VMs, including how to detect ransomware using Linux audit logs, syslog, and other native tools.
  • Mention Linux equivalents for Windows concepts, such as monitoring /var/log/auth.log, /var/log/syslog, and bash history instead of PowerShell logs.
  • Include instructions for isolating Linux VMs using Defender for Endpoint or other Azure-native controls, and clarify any differences in containment procedures.
  • Reference Linux-specific ransomware detection and response tools (e.g., ClamAV, Linux EDR solutions) alongside Windows tools.
  • Ensure that incident response workflows and recommendations are platform-neutral or provide parallel steps for both Windows and Linux environments.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Biased Biased
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Biased Biased
2026-01-08 00:53 #231 completed Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased