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
missing_linux_example
windows_tools
Summary
The documentation page exhibits a Windows bias by primarily referencing PowerShell for automation and scripting examples, mentioning PowerShell before other languages (such as Python), and omitting explicit Linux or Bash examples for exporting and managing Azure DevTest Labs usage data. Windows-centric tools like Power BI and SQL Server are highlighted, while Linux-native alternatives and workflows are not discussed.
Recommendations
  • Add Bash and Azure CLI examples for exporting resource usage, alongside PowerShell.
  • Provide Python sample scripts for automation tasks, especially in Azure Functions and Automation Runbooks.
  • Mention Linux-compatible visualization tools (e.g., Grafana) and database solutions (e.g., PostgreSQL, MySQL) as alternatives to Power BI and SQL Server.
  • Clarify cross-platform support for Azure Automation and Azure Functions, including how to run scripts on Linux hosts.
  • Ensure that examples and tool recommendations are presented in a platform-neutral order, or explicitly highlight both Windows and Linux options.
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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