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
missing_linux_example
windows_tools
Summary
The documentation page exhibits a strong Windows bias, primarily through its exclusive focus on PowerShell runbooks, Windows-centric tools (e.g., WMI, WinSCP, IIS), and examples written only in PowerShell. There is little to no mention of Linux equivalents, Bash, Python, or cross-platform scripting approaches. Windows-specific patterns and tools are referenced before or instead of Linux alternatives, and no Linux-specific examples or guidance are provided.
Recommendations
  • Include examples for Bash and Python runbooks, especially in sections demonstrating error handling, process execution, and resource management.
  • Add references to Linux tools and patterns (e.g., using SSH, cron, systemd, Linux file paths) alongside Windows tools like WMI and WinSCP.
  • Provide parity in documentation for Linux Hybrid Runbook Workers, including guidance on installing modules, handling elevation, and managing temporary storage.
  • Explicitly mention and link to documentation for Linux runbook types and modules, and clarify any differences in execution environments and limitations.
  • Balance the presentation order so that Linux and cross-platform scenarios are described alongside or before Windows-specific ones.
  • Add troubleshooting and security guidance relevant to Linux environments, such as SELinux, sudo, and Linux authentication mechanisms.
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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
2026-01-12 00:00 #243 cancelled 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 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

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