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
powershell_heavy
windows_tools
windows_first
missing_linux_example
Summary
The documentation demonstrates a Windows bias in several ways: PowerShell is heavily featured as a primary automation tool, with multiple dedicated sections and examples. Windows-centric tools and patterns (PowerShell cmdlets) are presented before or in addition to cross-platform alternatives. There is no mention of Linux-specific shell scripting (e.g., Bash), nor are there examples using Linux-native tools for token retrieval or resource management. The CLI examples use Azure CLI, which is cross-platform, but scripting examples and automation are PowerShell-heavy, and there are no Bash or Linux shell equivalents provided. This may disadvantage Linux users or those working in non-Windows environments.
Recommendations
  • Add Bash and Linux shell scripting examples for all scenarios where PowerShell is used, especially for token retrieval and resource management.
  • Explicitly mention cross-platform compatibility for Azure CLI commands and provide sample usage in Linux environments.
  • Where PowerShell is referenced, provide equivalent Bash/Unix shell commands, especially for automation tasks.
  • Include notes or sections on using managed identities from Linux-based environments, including troubleshooting and environment variable usage.
  • Ensure that examples and instructions do not assume a Windows environment by default, and clarify platform-specific differences where relevant.
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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
2026-01-14 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
2026-01-06 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 Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
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 Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-08-17 00:01 #83 cancelled Biased Biased
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