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. All code samples and runbook examples use PowerShell exclusively, with no mention or examples of Python or other cross-platform scripting languages supported by Azure Automation. Prerequisites and links reference Windows-centric resources (e.g., creating Windows VMs, installing PowerShell modules), and the runbook creation workflow defaults to PowerShell. There are no Linux-specific instructions, nor are Bash or Python alternatives provided. The documentation assumes familiarity with Windows tools and patterns, and does not address Linux users or their workflows.
Recommendations
  • Provide equivalent examples using Python runbooks, which are supported in Azure Automation and widely used on Linux.
  • Include instructions and links for creating and managing Linux VMs, not just Windows VMs.
  • Add guidance for installing and using Az CLI (cross-platform) in addition to PowerShell, especially for assigning permissions and managing resources.
  • Explicitly mention that Azure Automation supports multiple runbook types (PowerShell, Python, Graphical, etc.), and show how to select and use them.
  • Offer Bash/CLI examples for steps that currently only show PowerShell, such as role assignment and VM management.
  • Clarify any platform-specific limitations or considerations (e.g., differences in managed identity usage between Windows and Linux VMs).
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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

Flagged Code Snippets