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 in several areas. Windows examples and terminology are presented before Linux equivalents, especially in the availability section. PowerShell scripting is highlighted alongside Azure CLI, but there are no Linux shell (bash) or scripting examples. The use of Windows-centric tools and patterns (e.g., PowerShell, references to Windows SKUs) is prevalent, while Linux-specific automation or deployment workflows are not covered. There is also a lack of parity in scripting examples for Linux users.
Recommendations
  • Present Linux and Windows options in parallel or alternate their order to avoid a Windows-first impression.
  • Include bash shell scripting examples for automating tasks, not just Azure CLI and PowerShell.
  • Expand automation sections to mention Linux-native tools and scripting environments (e.g., bash, sh) and provide equivalent examples.
  • Clarify when instructions or features are Windows-specific, and provide Linux-specific guidance where applicable.
  • Ensure that all code samples and automation workflows are cross-platform or provide platform-specific variants side by side.
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Scan History

Date Scan Status Result
2026-01-15 00:00 #254 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 Clean Clean
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
2025-09-15 00:00 #112 completed Biased Biased
2025-09-14 00:00 #111 completed Biased Biased
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Biased Biased
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Biased Biased
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Biased Biased
2025-09-03 00:00 #100 completed Biased Biased
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-30 00:01 #96 cancelled Biased Biased
2025-08-29 00:01 #95 completed Biased Biased
2025-08-28 00:01 #94 cancelled Biased Biased
2025-08-27 00:01 #93 cancelled Biased Biased
2025-08-26 00:00 #92 cancelled Biased Biased
2025-08-25 00:01 #91 cancelled Biased Biased
2025-08-24 00:00 #90 cancelled Biased Biased
2025-08-23 00:00 #89 cancelled Biased Biased
2025-08-22 00:01 #88 completed Biased Biased
2025-08-21 00:01 #87 cancelled Biased Biased
2025-08-20 00:01 #86 completed Biased Biased
2025-08-19 00:01 #85 completed Biased Biased
2025-08-18 00:00 #84 cancelled Biased Biased
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
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Biased Biased
2025-07-19 13:51 #54 completed Clean Clean
2025-07-17 00:00 #53 completed Biased Biased
2025-07-16 00:00 #52 completed Biased Biased
2025-07-15 00:00 #51 completed Biased Biased
2025-07-14 21:48 #50 completed Biased Biased
2025-07-13 21:25 #47 cancelled Biased Biased
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