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
powershell_heavy
windows_first
missing_linux_example
windows_tools
Summary
The documentation page demonstrates a Windows bias by prioritizing PowerShell and Windows-centric tools in its examples and guidance. PowerShell is repeatedly referenced as the primary automation and scripting tool, with no mention of Linux shell equivalents or cross-platform alternatives. Examples for retrieving deployment files and managing certificates focus on PowerShell and REST API, omitting Azure CLI or bash script examples. Visual Studio is mentioned as the IDE for updates, further reinforcing the Windows-centric approach. There is a lack of Linux-specific instructions or parity in tooling recommendations.
Recommendations
  • Add Azure CLI examples alongside PowerShell for all resource management operations, especially for retrieving deployment files and managing certificates.
  • Include bash or shell script examples for automation tasks to support Linux users.
  • Mention cross-platform editors (e.g., VS Code) in addition to Visual Studio for deployment file updates.
  • Clarify that REST API and Azure CLI are fully supported on Linux and macOS, and provide links to relevant documentation.
  • Ensure that all instructions and tooling recommendations are presented in a platform-neutral way, or explicitly provide both Windows and Linux alternatives.
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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 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