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
missing_linux_example
Summary
The documentation exhibits several Windows-centric biases. Hybrid Connections are only supported for Windows, with Linux explicitly excluded. CLI and PowerShell examples are provided, but PowerShell is highlighted as a primary automation method. Subnet sizing recommendations mention Windows before Linux, and Windows requirements are listed first. There are no Linux/macOS-specific troubleshooting or configuration examples, and Windows hosting plans are referenced more frequently and with greater detail. Linux users may find critical features (Hybrid Connections) unavailable and must infer parity or workarounds for other scenarios.
Recommendations
  • Clearly indicate Linux/macOS support and limitations for all features, especially Hybrid Connections.
  • Provide Linux/macOS-specific configuration and troubleshooting examples where applicable.
  • Offer Bash or cross-platform CLI examples alongside PowerShell, and avoid presenting PowerShell first unless Windows-only.
  • List Linux requirements and recommendations alongside or before Windows equivalents to avoid Windows-first ordering.
  • Where features are Windows-only, suggest alternative approaches for Linux users or link to relevant resources.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-13 00:00 #374 in_progress Biased Biased
2026-02-12 00:00 #370 in_progress Biased Biased
2026-02-11 00:00 #366 in_progress Clean Clean
2026-02-10 00:00 #362 completed Biased Biased
2026-02-09 00:00 #358 completed Biased Biased
2026-02-08 00:00 #354 completed Biased Biased
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 completed Biased Biased
2026-01-22 01:38 #286 completed Biased Biased
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
2025-09-16 00:00 #113 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets