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
windows_tools
Summary
The documentation page demonstrates a strong Windows bias. All code examples for interacting with Azure Key Vault and deploying ARM templates use Azure PowerShell, with no Azure CLI or Bash equivalents provided. The tutorial centers on deploying a Windows VM, referencing Windows-specific password requirements and RDP for validation. Linux VM scenarios, password requirements, and SSH connection instructions are absent. The use of PowerShell is exclusive throughout, and Windows tools/patterns (such as RDP) are mentioned without Linux alternatives.
Recommendations
  • Provide Azure CLI and Bash script equivalents alongside PowerShell examples for all resource creation, deployment, and validation steps.
  • Include a parallel tutorial or examples for deploying a Linux VM, referencing Linux-specific password/SSH key requirements.
  • Add instructions for connecting to a Linux VM using SSH, including how to retrieve the password or SSH key from Key Vault.
  • Reference both Windows and Linux VM password requirements, and link to relevant documentation for each.
  • Ensure that Cloud Shell instructions explicitly show both PowerShell and Bash usage, and alternate examples where possible.
  • Balance the use of Windows tools (RDP) with Linux tools (SSH) in validation and connection steps.
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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

Flagged Code Snippets