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 generally covers both Windows and Linux scenarios for Service Fabric security, but there is a noticeable pattern of Windows-first presentation, especially in sections about certificate management and encryption. Windows-specific tools (e.g., PowerShell, Windows Defender, Azure DSC) are discussed in detail, sometimes with limited or no Linux equivalents or guidance. Some sections, such as Windows Defender and security baselines, are Windows-only, but this is appropriate. However, in other areas, Windows examples and tools are presented before Linux equivalents, and some advanced configuration (e.g., antimalware exclusions) lacks Linux guidance.
Recommendations
  • When presenting cross-platform procedures (such as certificate creation and secret encryption), alternate the order of Windows and Linux examples or present them side-by-side.
  • Where Windows-specific tools (e.g., PowerShell, Windows Defender, Azure DSC) are discussed, add clear notes or equivalent Linux guidance (e.g., using ClamAV or other Linux antimalware solutions, or how to configure Linux security baselines).
  • For sections that only provide Windows examples (such as antimalware exclusions), explicitly state if there is no Linux equivalent or provide links to Linux security best practices.
  • Ensure that all critical security workflows (certificate management, secret encryption, managed identity usage) have complete Linux examples and not just links to separate articles.
  • Consider adding a summary table at the start of the document indicating which features or practices are Windows-only, Linux-only, or cross-platform.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

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