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

Bias Types:
⚠️ powershell_heavy
⚠️ windows_first
Summary:
The documentation page demonstrates a mild Windows bias, primarily by referencing the Az PowerShell module as the only command-line SDK example and listing it before mentioning .NET and Python SDKs. There are no explicit Linux CLI (e.g., Azure CLI) examples or references, and no mention of Linux-specific tools or workflows. While the page does mention improved auto-shutdown for both Windows and Linux, the SDK/tooling focus is Windows-centric.
Recommendations:
  • Include Azure CLI examples alongside or before PowerShell examples when discussing SDKs or automation.
  • Explicitly mention Linux compatibility and provide Linux command-line usage patterns where relevant.
  • Reference cross-platform tools (e.g., Azure CLI) in addition to Windows-centric tools (e.g., PowerShell).
  • Ensure that any SDK or automation guidance is not presented as PowerShell-first; consider listing Python, .NET, and CLI options equally.
  • Add links or notes about managing Azure Lab Services from Linux environments.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased