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
windows_tools
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from generalized images in an Azure Compute Gallery. However, PowerShell examples are heavily focused on Windows workflows, with commands like Set-AzVMOperatingSystem -Windows and explicit references to Windows-specific configuration (e.g., RDP rules, Windows credential prompts). In several PowerShell code blocks, only Windows VM creation is shown, with no Linux equivalent. Additionally, in the full parameter set for PowerShell, the operating system is always set to Windows, and network security rules are configured for RDP (port 3389), which is Windows-specific. The CLI examples are more Linux-friendly, but PowerShell examples are presented before or alongside CLI, and the PowerShell workflow is Windows-centric. REST and Portal instructions do show both Linux and Windows options, but the PowerShell bias may create friction for Linux/macOS users who prefer scripting in PowerShell or need parity.
Recommendations
  • Add PowerShell examples for creating Linux VMs, using Set-AzVMOperatingSystem -Linux and appropriate credential handling (e.g., SSH keys).
  • In PowerShell sections, clarify when the example is Windows-only and provide Linux alternatives where possible.
  • Ensure network security group rules in PowerShell examples include SSH (port 22) for Linux VMs, not just RDP (port 3389) for Windows.
  • Consider presenting CLI examples before PowerShell, as CLI is cross-platform and more Linux/macOS friendly.
  • Explicitly state OS options in PowerShell examples, and provide guidance for both Windows and Linux VM creation.
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Scan History

Date Scan Status Result
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Biased Biased
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-26 00:00 #304 completed Biased Biased
2026-01-24 00:00 #296 completed Biased Biased
2026-01-23 00:00 #292 failed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets