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
missing_linux_example
windows_tools
Summary
The documentation page demonstrates several forms of Windows bias. Hybrid Connections are explicitly stated as only supported on Windows, with Linux support absent. Where automation examples are provided, both Azure CLI and PowerShell are shown, but PowerShell (a Windows-centric tool) is given equal prominence, and there are no Linux shell or scripting examples. In subnet sizing recommendations, Windows is mentioned before Linux, and the minimum subnet size for Windows is described first. There are no Linux-specific troubleshooting or operational examples, and some features (like Hybrid Connections) are unavailable on Linux, but this is only noted in a warning rather than providing Linux alternatives or workarounds.
Recommendations
  • Provide Linux-specific examples and alternatives wherever Windows or PowerShell examples are given (e.g., bash scripts, Linux troubleshooting steps).
  • When describing features that are Windows-only (such as Hybrid Connections), offer Linux workarounds or explicitly state the lack of parity and link to feature requests or roadmaps.
  • In tables and recommendations, avoid listing Windows before Linux by default; alternate or group them together to avoid implicit prioritization.
  • Expand automation sections to include Linux-native tools and scripting approaches (e.g., bash, curl, jq) where relevant.
  • Add explicit notes or callouts when a feature is not available on Linux, and suggest alternative approaches or mitigations for Linux users.
  • Ensure that all screenshots and UI walkthroughs are platform-neutral or provide Linux-specific guidance where the experience differs.
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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