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
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias by primarily referencing PowerShell and Windows-centric tools for exporting and managing Azure DevTest Labs usage data. PowerShell is presented as the main scripting example, with no equivalent Bash, CLI, or Linux/macOS workflow provided. Windows tools like SQL Server and Power BI are mentioned before or instead of cross-platform alternatives. There is no guidance for Linux/macOS users on how to perform these tasks using their native environments.
Recommendations
  • Provide Azure CLI and Bash examples for exporting resource usage, alongside PowerShell.
  • Explicitly mention that Azure Functions and Automation Runbooks support Python and other cross-platform languages, and provide sample code.
  • Include references to cross-platform visualization tools (e.g., Grafana) and database solutions (e.g., PostgreSQL, MySQL) in addition to SQL Server and Power BI.
  • Add a section or notes on how Linux/macOS users can set up and automate exports without relying on PowerShell.
  • Ensure examples and tool recommendations are presented in a platform-neutral order or grouped by OS.
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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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased