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
Summary
The documentation provides examples and guidance for both Azure PowerShell and Azure CLI, but PowerShell (a Windows-centric tool) is consistently presented before CLI and receives more detailed coverage, including output samples and cmdlet tables. The .NET SDK (primarily used on Windows) is also highlighted. Although Linux is referenced as the OS for clusters and Bash scripts are used, the documentation workflow and examples favor Windows tools and patterns, with PowerShell examples shown first and in more detail than CLI equivalents.
Recommendations
  • Present Azure CLI examples before or alongside PowerShell examples, especially for tasks that are equally supported on Linux/macOS.
  • Expand Azure CLI sections to include output samples and detailed command tables, matching the depth of PowerShell coverage.
  • Explicitly mention cross-platform compatibility for all tools and clarify which steps are OS-agnostic.
  • Add guidance for using REST API and .NET SDK from Linux/macOS environments, or highlight Python SDK alternatives.
  • Ensure all screenshots and walkthroughs are not Windows-specific (e.g., avoid showing only Windows UI elements).
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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets