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
missing_linux_example
windows_tools
windows_first
Summary
The documentation exclusively provides PowerShell-based examples and instructions for implementing scheduled autoscaling with Azure Automation, with no mention of Bash, Azure CLI, or Python runbooks. This creates a Windows-centric bias, as PowerShell is primarily associated with Windows environments, and Linux-native approaches are not addressed.
Recommendations
  • Add equivalent examples using Azure CLI (bash) scripts for Linux users, demonstrating how to adjust Application Gateway autoscale settings.
  • Include guidance or sample runbooks written in Python, which is supported by Azure Automation and widely used in cross-platform and Linux environments.
  • Explicitly mention that both PowerShell and Python runbooks are supported in Azure Automation, and provide links or references to relevant documentation.
  • Present examples for both Windows (PowerShell) and Linux (CLI/Python) side by side, or at least mention Linux-friendly alternatives before or alongside Windows-centric tools.
  • Clarify that Azure Automation is cross-platform and not limited to PowerShell or Windows tooling.
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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