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
missing_linux_example
windows_first
Summary
The documentation page demonstrates a strong bias toward Windows and PowerShell environments. All examples, terminology, and cmdlets are PowerShell-centric, with no mention of Linux, Bash, or cross-platform scripting. Windows tools and patterns (e.g., PowerShell cmdlets like Start-AzVM, Write-Warning, Get-AutomationVariable) are used exclusively, and there are no Linux or Bash equivalents provided. The error handling concepts are described solely in the context of PowerShell, and the documentation implicitly assumes the reader is operating in a Windows/PowerShell environment.
Recommendations
  • Include examples using Bash or Python runbooks, which are supported in Azure Automation, to illustrate error handling in non-Windows environments.
  • Mention and demonstrate how error handling works in Linux-based runbooks, including differences in error types and handling patterns.
  • Provide parallel examples for common tasks (e.g., starting a VM, sending notifications) using both PowerShell and Bash/Python.
  • Clarify in the introduction that the guidance is PowerShell-specific, or restructure the documentation to address both Windows and Linux automation scenarios equally.
  • Reference relevant Linux tools or scripting patterns (e.g., try/catch in Bash, error codes, set -e) where appropriate.
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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 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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased