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
windows_tools
powershell_heavy
windows_first
Summary
The documentation page demonstrates mild Windows bias by referencing PowerShell and Azure CLI as the primary command-line tools for enabling monitoring integration, without mentioning Linux-native alternatives or providing Bash examples. The Azure portal (a web UI) is emphasized, which is cross-platform, but command-line instructions are Windows-centric. There are no explicit Linux/Bash examples or references to Linux-specific tools for cluster monitoring, despite HDInsight clusters being Linux-based and Ambari being available only on Linux.
Recommendations
  • Provide Bash shell examples alongside PowerShell and Azure CLI for enabling and managing Azure Monitor integration.
  • Explicitly mention that Azure CLI is cross-platform and can be used from Linux, macOS, and Windows, and provide sample commands for Linux users.
  • Include references to Linux-native monitoring tools or scripts where relevant, especially since HDInsight clusters are Linux-based.
  • Ensure that instructions for script actions, log management, and selective logging include both Windows (PowerShell) and Linux (Bash) command examples.
  • Clarify any platform-specific requirements or differences in the monitoring workflow for Linux users.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
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 Clean Clean
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean

Flagged Code Snippets