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
Summary
The documentation provides both Azure CLI and PowerShell examples for creating and managing Virtual Machine Scale Sets with availability zones. However, PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and detailed PowerShell examples are provided. The Resource Manager template section references both Linux and Windows, but the PowerShell examples are not explicitly marked as Windows-only, which may imply parity that does not exist for Linux users. There is a slight 'windows_first' bias in the ordering and presentation of PowerShell examples, and the lack of explicit Bash or Linux shell scripting examples may disadvantage Linux users.
Recommendations
  • Explicitly label PowerShell examples as Windows-specific and provide equivalent Bash or shell scripting examples for Linux users where applicable.
  • Ensure that Azure CLI examples include Linux-specific notes (e.g., SSH key generation, file permissions) where relevant.
  • In sections referencing Resource Manager templates, provide clear guidance and links for both Linux and Windows deployments, and ensure parity in example detail.
  • Consider adding a table or summary comparing Windows and Linux deployment options and tooling, to help users choose the best approach for their environment.
  • Review the ordering of example tabs to ensure Azure CLI (cross-platform) is presented before PowerShell (Windows-specific), and clarify tool applicability in introductory text.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets