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
windows_tools
Summary
The documentation page demonstrates a Windows bias by exclusively referencing .NET-based samples (DotNet/Microsoft.Azure.EventHubs and Azure.Messaging.EventHubs), which are primarily associated with Windows environments. There are no examples or explicit mentions of Linux tools, command-line patterns, or cross-platform SDKs (such as Python, Java, or CLI usage). The documentation does not provide parity for Linux users, nor does it mention Linux-specific authentication workflows or sample code.
Recommendations
  • Add sample code and walkthroughs for Linux environments, including usage with Python, Java, or Node.js SDKs.
  • Include command-line examples using Azure CLI or Bash scripts for role assignment and authentication, alongside any Powershell or Windows-centric instructions.
  • Reference cross-platform tools and libraries, and clarify that authentication and RBAC workflows are supported on Linux and macOS as well as Windows.
  • Provide links to Linux-specific tutorials or documentation, especially for Kafka clients and OAuth token acquisition on Linux.
  • Ensure that sample repositories include folders or instructions for non-Windows platforms, and highlight their usage in the 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
2025-09-11 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