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 page exhibits moderate Windows bias. PowerShell examples are given in detail and presented before Azure CLI examples, and there is a strong emphasis on PowerShell cmdlets (Get-AzMetricDefinition, Get-AzMetric) which are primarily used on Windows. The .NET SDK examples further reinforce a Windows-centric approach. While Azure CLI examples are included, there are no Linux-specific shell examples (e.g., Bash scripts, curl, jq), and no mention of Linux-native tools or workflows. The documentation does not provide parity for Linux users in terms of example diversity or tool recommendations.
Recommendations
  • Add Bash shell examples using Azure CLI, demonstrating usage in typical Linux environments.
  • Include references to Linux-native tools (e.g., curl, jq, grep) for interacting with Azure APIs and parsing results.
  • Present Azure CLI examples before PowerShell examples to avoid implicit prioritization of Windows tools.
  • Explicitly state that Azure CLI works cross-platform and highlight Linux usage scenarios.
  • Consider adding Python SDK examples, which are popular in Linux environments.
  • Review reusable content includes for any implicit Windows bias and update to ensure Linux parity.
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 Clean Clean
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
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets