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
windows_tools
Summary
The documentation frequently references PowerShell as a primary scripting tool and often lists it before Azure CLI or REST API, suggesting a Windows-first approach. There are multiple mentions of PowerShell for creating resources, registering applications, and obtaining access tokens, with no explicit Linux shell (bash) or macOS examples. Windows-centric tools like Power BI are highlighted for data visualization, and there is no mention of Linux-specific alternatives or guidance for non-Windows environments.
Recommendations
  • Ensure that Azure CLI (bash) examples are provided alongside or before PowerShell examples, especially for resource creation and management.
  • Include explicit Linux/macOS shell command examples for common tasks (e.g., using Azure CLI in bash, using curl for API calls).
  • Mention cross-platform tools for data visualization, such as Jupyter Notebooks or open-source BI tools, alongside Power BI.
  • Clarify that all steps can be performed on Linux/macOS and provide links to platform-specific guidance where available.
  • Review sample scripts and documentation links to ensure Linux parity and highlight any platform-specific requirements or differences.
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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
2026-01-11 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