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 provides both Azure CLI and PowerShell examples for creating VMs from generalized images in a gallery. However, PowerShell examples are exclusively Windows-focused, with all sample code using Windows-specific parameters (e.g., Set-AzVMOperatingSystem -Windows), and there are no PowerShell examples for Linux VM creation. Additionally, in the full parameter set, network security rules are configured for RDP (port 3389), which is Windows-specific, and the PowerShell code always prompts for a password (typical for Windows VMs). The CLI examples do mention Linux and SSH keys, but the PowerShell sections do not provide Linux parity. REST and Portal instructions do cover both OS types, but Windows examples and terminology often appear first or exclusively in PowerShell sections.
Recommendations
  • Add PowerShell examples for creating Linux VMs, including usage of Set-AzVMOperatingSystem -Linux and SSH key authentication.
  • In PowerShell networking examples, include security rules for SSH (port 22) alongside or instead of RDP (port 3389) when demonstrating Linux VM creation.
  • Ensure that both CLI and PowerShell tabs consistently show both Linux and Windows scenarios, or clearly indicate when an example is OS-specific.
  • In summary and instructional text, avoid implying that PowerShell is only for Windows VM creation; clarify its cross-platform capabilities.
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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