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
missing_linux_example
Summary
The documentation page demonstrates Windows bias by focusing exclusively on .NET (C#) management libraries, referencing Windows-centric tools (PowerShell) before Linux equivalents (Azure CLI), and omitting any Linux or cross-platform code samples. All sample code is in C#, with no mention of Linux-friendly SDKs or usage patterns, and the prerequisites section lists PowerShell before CLI, reinforcing a Windows-first approach.
Recommendations
  • Add equivalent code samples for Linux-friendly languages (e.g., Python, JavaScript) using Azure SDKs.
  • Provide explicit instructions and examples for using Azure CLI on Linux/macOS, and list CLI before PowerShell in prerequisites.
  • Mention cross-platform development environments and tools, such as VS Code, and clarify that .NET Core/.NET 6+ is cross-platform.
  • Include guidance on authenticating and managing Event Hubs from Linux systems, possibly with Bash scripts or Python samples.
  • Balance references to Windows and Linux tools throughout the documentation to ensure parity.
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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
2025-08-17 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