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
Summary
The documentation provides mostly Linux/Unix-style command-line examples for troubleshooting Ambari heartbeat issues, but when it comes to disabling Azure Monitor logging, it only references the PowerShell cmdlet (Disable-AzHDInsightMonitoring) without mentioning an equivalent Bash/Azure CLI command. This introduces a Windows/PowerShell bias, especially in the context of Azure, where both Windows and Linux users are common. The documentation also references PowerShell before any Linux/CLI alternatives, and does not provide parity for Linux users in this step.
Recommendations
  • Provide Azure CLI or Bash alternatives for the PowerShell cmdlet (Disable-AzHDInsightMonitoring), such as the equivalent az hdinsight monitor disable command.
  • When referencing Azure management tasks, always include both PowerShell and CLI examples, or explicitly state if a feature is only available in one environment.
  • Review the documentation for other places where only Windows/PowerShell tools are mentioned and add Linux/CLI equivalents.
  • Consider reordering examples so that Linux/Bash and Windows/PowerShell are presented together or in a way that does not prioritize one over the other.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets