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
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation demonstrates a Windows bias by exclusively using Windows Server virtual machines for both the workload and on-premises examples, providing only PowerShell commands for VM configuration (IIS installation), and omitting any Linux-based VM or CLI/Bash examples. Windows tools and patterns (RDP, Add-WindowsFeature, PowerShell) are referenced without Linux equivalents, and Windows is always presented first or exclusively.
Recommendations
  • Include parallel instructions for deploying Linux-based virtual machines (e.g., Ubuntu) in both the spoke and on-premises networks.
  • Provide examples for installing a web server (e.g., Apache or Nginx) on Linux VMs using Bash/CLI commands.
  • Offer Azure CLI and/or Bash alternatives for VM extension management and configuration, not just PowerShell.
  • Demonstrate SSH connectivity for Linux VMs as an alternative to RDP.
  • Balance screenshots and walkthroughs to show both Windows and Linux scenarios.
  • Explicitly mention that the tutorial applies to both Windows and Linux environments, and link to Linux-specific guides where appropriate.
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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
2025-08-17 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