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 generally covers both Windows and Linux Service Fabric clusters, but there is a noticeable Windows bias in several areas. Windows/PowerShell tools and terminology are mentioned first or exclusively in some sections (e.g., Client API described as 'used by PowerShell', DevOps section references classic PowerShell tasks, and ARM template example is for Windows). Some operational examples and references (such as netsh commands, Patch Orchestration Application, and Windows container specifics) focus on Windows, with Linux equivalents either missing or less detailed. Linux-specific guidance is present but often secondary.
Recommendations
  • Provide Linux CLI (az, bash) examples alongside PowerShell commands where relevant, especially for networking and cluster management tasks.
  • Include ARM template samples for Linux clusters, or clarify differences in NSG setup for Linux clusters.
  • In sections referencing Windows tools (e.g., netsh, Patch Orchestration Application), add Linux equivalents or note if not applicable.
  • Balance the order of presentation so Linux and Windows are treated equally (e.g., mention both in parallel when describing features or requirements).
  • Clarify which recommendations or rules are Windows-only and which apply to Linux, to reduce ambiguity.
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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

Flagged Code Snippets