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
missing_linux_example
Summary
The documentation demonstrates a Windows bias by providing a security rule example that exclusively targets Windows server sign-in failures, without offering a comparable Linux example. Throughout the document, there is an implicit assumption of Windows environments, and no Linux-specific queries, scripts, or scenarios are provided, despite the cross-platform capabilities of Azure Arc and Microsoft Defender for Cloud.
Recommendations
  • Include equivalent Linux-focused examples, such as a scheduled query rule for failed SSH logins on Linux servers.
  • When demonstrating security rules or queries, provide both Windows and Linux scenarios side by side.
  • Explicitly mention that the integration process supports both Windows and Linux VMs, and provide links or references to Linux-specific documentation where appropriate.
  • If scripts are generated for onboarding, clarify whether both Windows (PowerShell) and Linux (Bash/Shell) scripts are available, and show examples of both.
  • In the 'Create rules to identify security threats' section, add a Linux example query (e.g., detecting multiple failed sudo attempts or SSH login failures).
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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
2026-01-12 00:00 #243 cancelled 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
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Clean Clean
2025-08-02 00:00 #68 cancelled 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
2025-07-13 21:37 #48 completed Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets