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 by highlighting the Az PowerShell module as the primary SDK integration and mentioning Windows and Linux auto-shutdown settings with Windows listed first. There are no Linux-specific command-line examples, and the only SDK/tooling example given is PowerShell, which is more commonly associated with Windows environments.
Recommendations:
  • Include CLI examples using Azure CLI (az), which is cross-platform and widely used on Linux.
  • When listing OS support (e.g., auto-shutdown), alternate or balance the order (e.g., 'Linux and Windows operating systems') or mention both equally.
  • Highlight or provide examples for Linux administrators, such as using bash scripts or Linux-native tools to interact with Azure Lab Services.
  • Mention or link to documentation for managing Azure Lab Services from Linux environments, ensuring parity with Windows tooling.
  • If referencing SDKs, provide example usage in both PowerShell and bash (Azure CLI), and clarify that all features are accessible from both 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