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_tools
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. Azure PowerShell and related Windows-centric tools are consistently highlighted in release notes, often listed alongside or before Linux equivalents (e.g., Azure CLI). There is frequent mention of PowerShell-specific updates and features, while Linux-specific tools and patterns are less emphasized or only mentioned in passing. The use of PowerShell and .NET (traditionally Windows technologies) is prominent, and links often default to PowerShell tabs or documentation. Although Linux tools (e.g., Inspektor Gadget, Apparmor) are mentioned, they are less central and sometimes discussed only in the context of removal or deprecation.
Recommendations
  • Ensure that Linux-specific tools and updates are given equal prominence in release notes, not just mentioned when removed or deprecated.
  • Provide explicit Bash or Linux shell examples and documentation links alongside PowerShell references.
  • When listing tool updates, alternate the order between Windows and Linux tools, or group by platform to avoid implicit prioritization.
  • Add more details about Linux-specific improvements, features, and patterns in Cloud Shell, including links to relevant documentation.
  • Avoid defaulting documentation tabs and links to PowerShell; offer parallel Bash/Linux tabs and examples.
GitHub Create Pull Request

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
2026-01-12 00:00 #243 cancelled 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased