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_tools
windows_first
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell is repeatedly mentioned as a primary automation tool, and Visual Studio (a Windows-only IDE) is referenced for deployment scenarios. In several sections, PowerShell is listed before the Azure CLI, and Linux-native tooling or workflows are not highlighted or explained in detail. There are no explicit Linux/macOS command examples or guidance, and the documentation assumes familiarity with Windows-centric tools.
Recommendations
  • Provide equivalent Azure CLI examples alongside or before PowerShell examples, especially for key tasks like creating virtual networks and key vaults.
  • Mention cross-platform tools (e.g., Azure CLI, ARM templates) first, or at least equally, before Windows-specific tools like PowerShell and Visual Studio.
  • Explicitly state that Azure CLI and ARM templates are fully supported on Linux/macOS and provide links to relevant documentation.
  • Include notes or sections for Linux/macOS users, clarifying any differences or limitations in the deployment process.
  • Where Visual Studio is mentioned, suggest cross-platform alternatives or clarify that it is Windows-only.
GitHub Create Pull Request

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

Flagged Code Snippets