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
windows_first
missing_linux_example
dotnet_heavy
Summary
The documentation primarily provides examples and references for .NET and Azure portal workflows, which are most familiar to Windows users. There are no explicit Linux/macOS command-line examples, nor are cross-platform SDKs or tools (such as Python, Java, or Node.js) demonstrated. The only code sample is in C#, and links to further samples are .NET-focused. While Azure CLI is mentioned in the 'Next steps', it is not shown in the main workflow or examples, and PowerShell is referenced before CLI. No Linux-specific guidance or parity is provided.
Recommendations
  • Add authentication code samples for other cross-platform SDKs (Python, Java, Node.js) alongside the .NET example.
  • Include explicit Azure CLI examples for authentication and role assignment in the main workflow, not just in 'Next steps'.
  • Show how to use environment variables or managed identities from Linux/macOS environments.
  • Balance references to PowerShell and CLI, or show CLI first as it is cross-platform.
  • Clarify that the authentication flow and SDKs are supported on Linux/macOS and provide links to relevant documentation.
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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
2026-01-11 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
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets