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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page exhibits moderate Windows bias. While most troubleshooting steps use Linux commands (ssh, hostname, nslookup, dig), there are several instances where Windows-specific tools and patterns are mentioned first or exclusively. For example, the deprecated 'EnableVmProtection' parameter is referenced specifically in the context of PowerShell and Azure Runbooks, and the resolution links to the Az PowerShell SDK documentation. Additionally, when discussing DNS server VM deployment, both Linux and Windows are mentioned, but Linux instructions are not detailed, and Windows is referenced as an option. There is a lack of parity in providing equivalent Linux CLI or Azure CLI examples for network troubleshooting and configuration, and PowerShell is referenced without alternative Linux-native tooling.
Recommendations
  • Provide Azure CLI equivalents for all PowerShell commands and references, especially for network configuration and troubleshooting.
  • When mentioning VM deployment for DNS forwarding, include step-by-step instructions for both Linux and Windows, or link to relevant guides for each.
  • Ensure that Linux-native tools (such as nmcli, resolvectl, or systemd-resolved) are referenced where appropriate, not just Windows/PowerShell tools.
  • When referencing deprecated parameters or troubleshooting steps, include both PowerShell and Azure CLI contexts, and clarify which OS/platform each applies to.
  • Review the order of tool mentions to avoid listing Windows/PowerShell options first by default; alternate or parallelize with Linux/Azure CLI options.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets