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 shows moderate Windows bias. PowerShell is mentioned multiple times (deployment scripts, ARM TTK testing), and the ARM TTK tool is only described as a PowerShell script. Visual Studio and Visual Studio Code are listed as authoring tools, both of which are Windows-centric (though VS Code is cross-platform). In the CI/CD section, Azure DevOps and Visual Studio project pipelines are referenced before any mention of Linux-native alternatives. While Azure CLI and Bash are mentioned, examples and tooling references tend to favor Windows/PowerShell first or exclusively.
Recommendations
  • Provide explicit Bash and Azure CLI examples alongside PowerShell for deployment scripts and template testing.
  • Mention Linux-native authoring tools (e.g., Vim, Emacs, or VS Code on Linux) and clarify cross-platform support.
  • Describe ARM TTK alternatives or usage on Linux (e.g., via PowerShell Core on Linux, or suggest equivalent validation workflows).
  • In CI/CD integration, include examples for GitHub Actions, Jenkins, or other Linux-friendly CI/CD systems.
  • Ensure that references to tools and workflows do not assume a Windows environment, and order mentions of CLI/Bash and PowerShell equally.
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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 Biased Biased

Flagged Code Snippets