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 demonstrates a moderate Windows bias, particularly in the Hybrid Connections section, which is explicitly Windows-only. Example automation commands are provided for Azure CLI, PowerShell, and portal, but PowerShell is highlighted and no Linux-specific troubleshooting or tool guidance is present. Subnet sizing recommendations mention Windows before Linux, and some features (Hybrid Connections) are unavailable for Linux. The order of examples and recommendations tends to favor Windows, and Linux/macOS users may need to seek additional guidance or workarounds.
Recommendations
  • Clearly indicate feature parity and limitations for Linux/macOS throughout the documentation, especially in sections like Hybrid Connections.
  • Provide Linux/macOS equivalents for all automation and scripting examples (e.g., Bash, Azure CLI, and Linux troubleshooting tools).
  • Present examples for both Windows and Linux equally, or alternate their order to avoid implicit prioritization.
  • Add troubleshooting guidance and screenshots for Linux environments where relevant.
  • Explicitly state when a feature is Windows-only and suggest alternatives for Linux users.
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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