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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by referencing Windows-specific concepts (such as Security Event log and PowerShell Operational logs) without mentioning Linux equivalents. It also links to Defender for Endpoint documentation that is Windows-focused and omits examples or guidance for Linux-based Azure VMs. The language and tooling recommendations are oriented toward Windows environments, with no parity for Linux detection, logging, or response patterns.
Recommendations
  • Add explicit references to Linux audit and syslog equivalents when discussing event log clearing and monitoring (e.g., /var/log/auth.log, /var/log/audit/audit.log).
  • Provide examples of ransomware detection and response for Linux-based Azure VMs, including relevant commands and tools (such as auditd, fail2ban, or Linux EDR integrations).
  • When mentioning PowerShell logs, also mention bash/zsh history or Linux shell auditing as relevant for Linux environments.
  • Ensure that links and references to Defender for Endpoint or XDR tools clarify Linux support and provide links to Linux-specific documentation.
  • Balance recommendations by including both Windows and Linux perspectives in detection, containment, and recovery steps.
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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