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
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell examples are given equal prominence to Azure CLI, and the narrative often references Visual Studio and Windows-centric workflows before mentioning cross-platform alternatives. The portal instructions implicitly assume familiarity with Windows environments, and there is no mention of Linux-specific tooling or shell environments (e.g., Bash, zsh). While Azure CLI is included, which is cross-platform, there are no explicit Linux examples, nor are Linux-specific considerations (such as authentication or environment setup) discussed.
Recommendations
  • Add explicit Linux/Bash examples and clarify that Azure CLI commands work on Linux and macOS, not just Windows.
  • Include references to Linux-native editors and deployment workflows (e.g., VS Code on Linux, deployment from Bash/zsh).
  • Mention Linux-specific authentication steps if they differ (e.g., az login with device code on headless servers).
  • Balance PowerShell and CLI examples by occasionally leading with CLI/Bash instructions.
  • Add a note about cross-platform compatibility for all command-line instructions.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Clean Clean
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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Biased Biased
2025-09-15 00:00 #112 completed Biased Biased
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-05 00:00 #102 completed Biased Biased
2025-08-05 00:00 #71 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-13 20:48 #44 cancelled Clean Clean

Flagged Code Snippets