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
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page exhibits mild Windows bias by listing Azure PowerShell as a primary command-line tool for cluster creation, mentioning Azure SQL Database monitoring via Azure portal (a Windows-centric tool), and not providing explicit Linux shell examples or highlighting Linux-native tools. Azure CLI and cURL are mentioned, but PowerShell is listed alongside them, and no Linux-specific patterns or examples are given. The documentation does not provide parity in example scripts or workflows for Linux users.
Recommendations
  • Provide explicit Linux shell (bash) examples for cluster creation and management, especially using Azure CLI and cURL.
  • List Linux-native tools (e.g., SSH, SCP, bash scripts) where relevant, and show how they can be used in HDInsight workflows.
  • Ensure that Azure CLI (cross-platform) is listed before Azure PowerShell in tables and examples to emphasize platform neutrality.
  • Include guidance for monitoring and managing clusters using Linux tools (e.g., command-line monitoring, open-source alternatives to Azure portal).
  • Add notes or sections clarifying that all HDInsight clusters run on Linux and that most management tasks can be performed from Linux environments.
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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