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_first
Summary
The documentation page provides authentication guidance for Azure Service Bus, but all code examples are in C# (.NET), and sample links point to .NET repositories. There are no Linux/macOS-specific instructions or examples, and the only programming language shown is one most commonly associated with Windows. While Azure CLI is mentioned, it is not demonstrated, and the primary workflow assumes use of the Azure portal or .NET libraries, which may not be the first choice for Linux users.
Recommendations
  • Add code samples in cross-platform languages such as Python (using azure-identity and azure-servicebus SDKs), Java, or Node.js.
  • Include explicit Azure CLI examples for authentication and role assignment, as Azure CLI is cross-platform.
  • Reference or link to Linux/macOS-specific guidance for environment setup, especially for managed identities and credential storage.
  • Balance the order of examples so that cross-platform tools (like Azure CLI) are presented before or alongside Windows-centric tools/languages.
  • Provide links to sample repositories in multiple languages, not just .NET.
GitHub Create Pull Request

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