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
powershell_heavy
windows_tools
Summary
The documentation provides clear, detailed instructions for both Linux and Windows VM generalization, but the Windows section includes more prerequisites, registry edits, and PowerShell-specific commands. The Windows example for marking the VM as generalized uses Azure PowerShell, while the Linux example uses Azure CLI. The Windows section appears after the Linux section, but the Windows-specific tooling (Sysprep, registry, PowerShell) is emphasized without mentioning Linux equivalents or cross-platform alternatives for some steps.
Recommendations
  • Ensure parity in tooling: For marking a VM as generalized, provide both Azure CLI and Azure PowerShell examples for both Linux and Windows VMs.
  • Clarify cross-platform options: Where Windows uses PowerShell, note that Azure CLI can be used on Windows as well, and show CLI syntax.
  • Balance prerequisites: If possible, add more detail to Linux prerequisites, such as common pitfalls or distro-specific notes, to match the depth of the Windows section.
  • Order examples consistently: Consider alternating the order of Linux and Windows examples or grouping cross-platform steps together.
  • Reference cross-platform documentation: Link to Azure CLI and PowerShell docs for both OSes in the 'Related content' section.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Clean Clean
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Clean Clean
2026-02-15 00:00 #384 in_progress Clean Clean
2026-02-14 00:00 #380 in_progress Clean Clean
2026-02-13 00:00 #376 in_progress Clean Clean
2026-02-12 00:00 #372 in_progress Clean Clean
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Clean Clean
2026-02-08 00:00 #356 completed Clean Clean
2026-02-05 00:00 #344 completed Clean Clean
2026-02-04 00:00 #340 completed Clean Clean
2026-02-03 00:00 #336 completed Biased Biased

Flagged Code Snippets