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 demonstrates a Windows-first bias: Windows-specific instructions and code samples (C#, Java using Windows-MY store) are presented before Linux equivalents, and in greater detail. Windows tools and concepts (certificate store, user profile, Windows-specific environment variables) are emphasized, while Linux instructions are less detailed and often deferred or generic (e.g., 'see the documentation for the respective language or web platform' for non-.NET languages). There is a lack of parity in language coverage and depth for Linux, especially for non-.NET stacks.
Recommendations
  • Provide Linux examples alongside Windows examples in all sections, not just in the container section.
  • Include code samples for loading certificates in popular languages (Node.js, Python, Java, PHP) on Linux, not just C#.
  • Avoid referring users to 'see the documentation for the respective language' for Linux scenarios—offer at least one concrete example per major language.
  • Present Windows and Linux instructions in parallel or in clearly separated, equally detailed sections/tabs.
  • Clarify when instructions are Windows-specific and offer Linux alternatives immediately, rather than as afterthoughts.
  • Balance the use of Windows tools (certificate store, user profile) with Linux-native patterns (file-based certificates, environment variables).
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Scan History

Date Scan Status Result
2026-02-19 00:00 #398 in_progress Biased Biased
2026-02-18 00:00 #394 in_progress Biased Biased
2026-02-17 00:00 #390 in_progress Biased Biased
2026-02-16 00:00 #386 in_progress Biased Biased
2026-02-15 00:00 #382 in_progress Biased Biased
2026-02-14 00:00 #378 in_progress Biased Biased
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-02-03 00:00 #334 completed Biased Biased
2026-02-02 00:00 #330 completed Biased Biased
2026-02-01 00:00 #326 completed Biased Biased
2026-01-31 00:00 #322 completed Biased Biased
2026-01-30 00:00 #318 completed Biased Biased
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
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Biased Biased
2025-09-10 00:00 #107 completed Clean Clean
2025-08-17 00:01 #83 cancelled Biased Biased
2025-08-16 00:00 #82 cancelled Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-22 00:01 #57 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets