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 demonstrates a Windows bias by primarily referencing PowerShell for automation and scripting, mentioning Windows-centric tools (PowerShell, SQL Server, Power BI) before or instead of Linux alternatives, and omitting explicit Linux or cross-platform CLI examples. There is no mention of Bash, Azure CLI, or Linux-specific workflows, and PowerShell is presented as the default scripting language for Azure Functions and Automation Runbooks.
Recommendations
  • Add examples using Azure CLI and Bash scripts 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 in those languages.
  • Include Linux-friendly storage and visualization tools (e.g., PostgreSQL, Grafana) as alternatives to SQL Server and Power BI.
  • Reorder examples to present cross-platform or Linux-native options before or alongside Windows-centric tools.
  • Clarify that all steps can be performed from Linux, macOS, and Windows environments, and provide platform-agnostic instructions where possible.
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased