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
Summary
The documentation page exhibits a moderate Windows bias. In the list of utilities for scaling clusters, PowerShell is listed first, and its example syntax is provided before Azure CLI (which is cross-platform). The use of PowerShell and references to Windows-centric tools (such as PowerShell Az and deprecated AzureRM) are prominent. While Linux/SSH examples are present for cluster management tasks, the initial emphasis on Windows tools and ordering suggests a Windows-first approach.
Recommendations
  • List cross-platform tools (Azure CLI) before Windows-specific tools (PowerShell) in tables and examples.
  • Provide explicit Linux/macOS usage notes or examples where appropriate, especially for command-line utilities.
  • Clarify that Azure CLI is available on Windows, Linux, and macOS, and encourage its use for parity.
  • Reduce emphasis on deprecated Windows tools (e.g., AzureRM, Classic CLI) and focus on modern, cross-platform alternatives.
  • Where PowerShell examples are given, provide equivalent Bash or shell commands for Linux/macOS users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Biased Biased
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Biased Biased
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
2026-01-06 18:15 #225 cancelled 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

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