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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a moderate Windows bias. Windows and Microsoft-centric tools, services, and terminology are consistently foregrounded, with Windows-specific features and integrations (such as PowerShell, Windows Security Events, and Windows-only monitoring solutions) mentioned before or instead of Linux equivalents. There is a lack of explicit Linux-focused examples, and Linux tooling is rarely highlighted or described in parity with Windows. While some Linux support is implied (e.g., Syslog, CEF, Heartbeat table), Linux-specific guidance, examples, or best practices are generally missing or less visible.
Recommendations
  • Provide Linux-specific examples and walkthroughs alongside or before Windows examples, especially in modules about data collection, log management, and monitoring.
  • Explicitly mention and link to Linux documentation, tools, and connectors (e.g., Syslog, auditd, Linux agent configuration) wherever Windows tools (such as PowerShell or Windows Security Events) are discussed.
  • Ensure parity in operational guidance: when describing monitoring, troubleshooting, or automation (e.g., health monitoring, incident response), include Linux agent and log sources, not just Windows.
  • Highlight cross-platform capabilities and clarify where features are Windows-only versus available on Linux.
  • Include Linux-focused use cases, such as onboarding Linux servers, collecting Linux audit logs, or automating responses on Linux endpoints.
  • When referencing automation (e.g., PowerShell), also mention alternatives for Linux (such as Bash scripts, Python, or REST API usage).
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-21 00:00 #56 completed Clean Clean
2025-07-19 13:51 #54 completed Clean Clean
2025-07-17 00:00 #53 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean