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
windows_first
Summary
The documentation page shows mild Windows bias, primarily through the inclusion of Windows-centric partner solutions (e.g., Azure Stack HCI, AKS-HCI) and tools (Azure Data Studio, azdata CLI) that are most commonly used on Windows. Windows-based Kubernetes solutions are listed before Linux-based equivalents in some partner sections (e.g., Hitachi UCP with Microsoft AKS-HCI before Red Hat OpenShift). However, the page does include Linux-compatible distributions (Red Hat OpenShift, Kublr, VMware, Wind River) and does not provide command-line examples that are exclusive to Windows or PowerShell.
Recommendations
  • Explicitly mention Linux compatibility for all listed tools (e.g., azdata CLI, Azure Data Studio) and provide installation links for both Windows and Linux.
  • Ensure partner solutions are grouped or ordered in a way that does not prioritize Windows-based solutions over Linux-based ones.
  • Add example workflows or validation steps using Linux-native tools and environments (e.g., bash, Linux package managers) alongside any Windows-specific instructions.
  • Clarify platform support in the prerequisites section, including how to generate and use Kubernetes config files on both Windows and Linux.
  • If possible, add references to Linux-specific distributions or community Kubernetes solutions to further balance the partner list.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-18 00:00 #395 in_progress Clean Clean
2026-02-17 00:00 #391 in_progress Clean Clean
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Clean Clean
2026-02-14 00:00 #379 in_progress Clean Clean
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Clean Clean
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Biased Biased
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased