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
missing_linux_example
windows_tools
dotnet_heavy
Summary
The documentation page focuses on Azure Event Hubs authorization with Microsoft Entra ID but exhibits bias toward Windows environments. All code samples referenced are for .NET (DotNet), a platform most commonly associated with Windows. There are no examples or references for Linux-native tools, languages, or command-line patterns (e.g., Bash, curl, Python, Java, or CLI usage on Linux). The documentation does not mention Powershell explicitly, but the exclusive use of .NET samples and the lack of Linux or cross-platform examples suggest a Windows-centric approach.
Recommendations
  • Add sample code and walkthroughs for Linux-native languages and tools, such as Python, Java, Node.js, or Bash scripts.
  • Include examples using Azure CLI and REST API calls that can be run from any OS, not just Windows.
  • Reference cross-platform SDKs and provide links to samples for those SDKs.
  • Explicitly mention that the authentication and authorization steps can be performed from Linux environments and provide guidance for doing so.
  • Balance the documentation by listing Linux or cross-platform examples before or alongside Windows/.NET examples.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed 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