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
missing_linux_example
windows_first
Summary
The documentation demonstrates a Windows bias by primarily referencing PowerShell and Windows-centric tools (such as PowerShell Az.Resource module and SQL Server), providing no explicit Linux/bash/CLI examples, and mentioning Windows tools and patterns before any cross-platform or Linux alternatives. There is a lack of parity in scripting and tooling guidance for Linux users.
Recommendations
  • Add equivalent Azure CLI (az) examples for exporting DevTest Labs usage, alongside or before PowerShell examples.
  • Include bash script samples for automation scenarios, especially for exporting and processing usage data.
  • Mention cross-platform storage and visualization tools (e.g., PostgreSQL, Grafana, or open-source alternatives) alongside SQL Server and Power BI.
  • Explicitly state that Azure Functions and Azure Automation support multiple languages (including Python and bash), and provide sample code in at least one non-Windows language.
  • Balance the order of tool and example presentation so that Linux-friendly and cross-platform options are not always listed after Windows-centric ones.
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Scan History

Date Scan Status Result
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-12 00:58 #8 cancelled Clean Clean
2025-07-10 05:06 #7 processing Clean Clean