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
Summary
The documentation page provides code examples exclusively in C#, which is most commonly associated with Windows development environments. There are no Linux-specific examples, shell commands, or references to Linux tools or patterns. The asynchronous programming and semaphore examples use C# constructs, with no parity shown for equivalent patterns in Python, JavaScript, or other cross-platform languages. The documentation also references .NET Framework clients before mentioning other platforms, which may reinforce a Windows-centric perspective.
Recommendations
  • Add equivalent code examples in Linux-friendly languages such as Python, JavaScript, or Java, especially for asynchronous sending and semaphore/throttling patterns.
  • Include references to cross-platform tools and environments, such as Azure CLI or Bash shell, where relevant.
  • When discussing client libraries, present all supported platforms equally, rather than mentioning Windows/.NET Framework first.
  • Clarify that the concepts and APIs apply equally across Windows and Linux environments, and provide guidance for Linux users where there may be platform-specific considerations.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets