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 page demonstrates mild Windows bias by mentioning PowerShell scripting and Azure Automation as primary methods for cluster lifecycle management, without referencing equivalent Linux-native tools or shell scripting. Windows-centric tools and patterns are mentioned before any Linux alternatives, and screenshots and UI instructions are tailored to the Azure Portal, which is platform-agnostic but often used from Windows environments. There are no explicit Linux shell examples or references to Linux automation tools.
Recommendations
  • Include examples of cluster provisioning and deletion using Bash scripts and Azure CLI, alongside PowerShell.
  • Mention Linux-native automation options, such as cron jobs or Ansible, for scheduling cluster operations.
  • Clarify that Azure Automation and scripting can be performed from both Windows and Linux environments.
  • Add explicit Linux shell script examples for lifecycle management tasks.
  • Ensure parity in tool recommendations by listing both PowerShell and Bash/CLI approaches for common administrative tasks.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased