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
powershell_heavy
windows_first
windows_tools
Summary
The documentation page demonstrates Windows bias by presenting PowerShell instructions first, referencing Windows-specific tools (PowerShell, .NET SDK with WindowsAzure.ServiceBus), and mentioning Windows patterns before cross-platform alternatives. Linux-specific examples or instructions (such as Bash scripting or Linux-native tools) are missing, and the CLI example is presented after PowerShell, reinforcing a Windows-first approach.
Recommendations
  • Present CLI (az) examples before PowerShell, as CLI is cross-platform and preferred for Linux users.
  • Include Bash or shell script examples for Linux users where applicable.
  • Explicitly mention that CLI commands work on Linux, macOS, and Windows.
  • Reference cross-platform SDKs (such as Azure SDK for Python, Java, or Node.js) in client behavior sections, not just .NET/Windows SDKs.
  • Add troubleshooting or usage notes for Linux environments, especially for resource management and deployment.
  • Where Windows-specific tools are mentioned (e.g., PowerShell), provide equivalent Linux-native alternatives or note their absence.
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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