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 page demonstrates a Windows bias in several ways. PowerShell is used for key deployment examples and for enabling encryption at host, with no equivalent Bash or Linux shell examples. Windows-centric tools (PowerShell, Azure portal) are mentioned and shown before their Linux equivalents, and there are no explicit Linux command-line examples for key operations or cluster creation. The ARM template deployment example is shown only with PowerShell, not with Bash or Linux CLI. Recovery instructions reference PowerShell cmdlets before CLI equivalents. Overall, Linux users are left without direct, platform-native instructions for several key tasks.
Recommendations
  • Provide equivalent Bash/Linux shell examples for all PowerShell code snippets, especially for ARM template deployments and cluster creation.
  • Include Linux-native command-line instructions (e.g., Bash scripts, az CLI with Bash) for key vault operations and cluster management.
  • Ensure that Azure CLI examples are given equal prominence and detail as PowerShell examples, and are not presented as secondary.
  • Reference Linux tools and workflows explicitly, such as using SSH, Bash, or Linux-based automation, where relevant.
  • When listing recovery options or operational steps, present CLI and Linux-native methods before or alongside PowerShell/Windows methods.
  • Add notes clarifying platform compatibility for all examples, and link to Linux-specific documentation where available.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed 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
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
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
2025-09-06 00:00 #103 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets