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. Windows and PowerShell examples are presented alongside Azure CLI and portal methods, but Windows-specific tools and patterns (such as PowerShell cmdlets and Visual Studio behaviors) are described in detail, often before or with more context than their Linux equivalents. Linux-specific instructions are present but sometimes less detailed, and certain operations (like pinning via portal or PowerShell) are explicitly unavailable for Linux, with CLI as the only option. The documentation also references Windows-centric developer workflows (e.g., Visual Studio publish dialogs) without Linux IDE equivalents.
Recommendations
  • Ensure Linux instructions are as detailed and prominent as Windows instructions, including troubleshooting and workflow notes.
  • Where Windows-specific tools (e.g., PowerShell, Visual Studio) are mentioned, provide equivalent Linux developer workflows (e.g., VS Code, CLI scripting).
  • Clarify limitations for Linux (e.g., portal/PowerShell unavailability) and suggest alternative approaches or workarounds.
  • Consider presenting CLI examples before platform-specific tools to promote cross-platform parity.
  • Add explicit Linux troubleshooting and migration guidance, matching the depth provided for Windows.
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Scan History

Date Scan Status Result
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 Clean Clean
2026-02-05 00:00 #342 completed Biased Biased
2026-02-04 00:00 #338 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
2025-08-17 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