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
powershell_heavy
windows_tools
Summary
The documentation demonstrates a moderate Windows/.NET bias. While the article is cross-platform in its protocol focus (Kafka, AMQP, HTTPS) and provides both Java and C# (.NET) code samples, the .NET examples are consistently present and sometimes more detailed, especially in serialization/deserialization sections. There is an implicit assumption of .NET usage (e.g., references to BitConverter endianness on x86/x64, which is Windows-centric), and no Linux-specific considerations or examples are provided. There are no Linux shell or tool examples, and the .NET code is always C# (not F# or VB.NET, which are less common, but still Windows-centric). There is no mention of Linux-specific issues, tools, or patterns, and the .NET examples sometimes precede or are more detailed than their Java counterparts.
Recommendations
  • Add explicit Linux/Unix examples or notes, especially where endianness or filesystem differences may matter.
  • Include shell (bash) or Linux command-line examples for interacting with Event Hubs via HTTPS (e.g., using curl), not just code samples in Java or C#.
  • Balance the depth and order of .NET and Java examples, ensuring neither is consistently prioritized.
  • Mention cross-platform .NET Core/5+/6+ usage explicitly, rather than implicitly assuming Windows/.NET Framework.
  • Where platform-specific behavior is discussed (e.g., endianness), clarify that .NET runs cross-platform and note any differences on Linux/macOS.
  • Consider adding Python or other popular cross-platform language examples to further reduce perceived Windows bias.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
2026-01-10 00:00 #237 completed Clean Clean
2026-01-09 00:34 #234 completed Clean Clean
2026-01-08 00:53 #231 completed Clean Clean
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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets