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
powershell_heavy
windows_tools
windows_first
Summary
The documentation page demonstrates a Windows bias primarily through the frequent mention of Windows-specific tools and patterns (such as PowerShell, Windows Error and Warning Events, and Windows malware), and by providing examples and scenarios that are centered around Windows environments and Microsoft Defender products. There is a lack of Linux-specific examples, tools, or equivalent scenarios, and Linux detection patterns are not mentioned or prioritized.
Recommendations
  • Add examples and scenarios that specifically reference Linux-based threats, logs, and detection patterns (e.g., Linux malware, SSH brute force, suspicious Bash commands).
  • Include Linux equivalents for Windows-specific tools and events, such as referencing syslog, auditd, or Linux security events alongside Windows Error and Warning Events.
  • Provide detection scenarios that involve Linux endpoints and common Linux attack vectors (e.g., rootkits, privilege escalation via sudo, cron job abuse).
  • Mention integration with Linux-native security solutions (such as Microsoft Defender for Endpoint on Linux, or third-party Linux security tools) where applicable.
  • Ensure that documentation examples and tables alternate or balance between Windows and Linux environments, rather than focusing primarily on Windows.
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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