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_first
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by providing only PowerShell-based examples for onboarding and configuration tasks, with no equivalent Linux CLI or Bash examples. Windows tools and patterns (PowerShell cmdlets, variable declaration syntax) are used exclusively and are presented first and only, while Linux alternatives (such as Azure CLI or Bash scripting) are missing. Although there is a mention of accelerated networking for both Windows and Linux VMs, the actual setup instructions and examples are Windows-centric.
Recommendations
  • Add equivalent Azure CLI and/or Bash examples for all onboarding and configuration steps currently shown only in PowerShell.
  • Explicitly mention Linux-compatible tools and workflows alongside Windows ones, especially for tasks like resource management and network configuration.
  • Reorganize example sections to present both Windows and Linux approaches in parallel, or alternate which is presented first.
  • Include links to Linux-specific documentation where relevant, such as setting up ExpressRoute or managing Azure resources from Linux environments.
  • Clarify any platform-specific requirements or limitations for Azure Large Instances onboarding, ensuring Linux users are equally supported.
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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
2026-01-12 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 Biased Biased
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets