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
Summary
The documentation provides both Azure CLI and PowerShell examples for creating VMs from generalized images in a gallery. However, PowerShell examples are consistently shown and detailed, and in several places, the PowerShell code is Windows-centric (e.g., Set-AzVMOperatingSystem -Windows is used by default, and credential prompts assume password authentication). In the PowerShell sections, Windows VM creation is the default, with no explicit Linux VM example or mention of Linux-specific parameters. Additionally, in the full parameter set, network security rules are configured for RDP (port 3389), which is Windows-specific, and Set-AzVMOperatingSystem -Windows is used without showing the Linux equivalent. CLI examples do show Linux VM creation (with SSH keys), but PowerShell examples are Windows-first and lack Linux parity.
Recommendations
  • Add PowerShell examples for creating Linux VMs, including use of Set-AzVMOperatingSystem -Linux and SSH key authentication.
  • In PowerShell sections, clarify how to create Linux VMs and how credential handling differs (e.g., using SSH keys vs. passwords).
  • When showing network security group rules, include both SSH (port 22) and RDP (port 3389) examples, or clarify which is for Linux and which is for Windows.
  • Consider alternating or balancing the order of Windows and Linux examples in PowerShell sections, or explicitly state which OS each example targets.
  • Add notes or links to Linux-specific PowerShell guidance where appropriate.
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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