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 a moderate Windows bias. PowerShell examples are presented before Azure CLI, and PowerShell is highlighted as a primary automation tool. The .NET SDK examples, which are more common in Windows environments, are also included. There are no explicit Linux shell (bash) or cross-platform scripting examples, and Windows-centric tools (PowerShell, .NET) are given prominence over Linux-native alternatives.
Recommendations
  • Add bash and shell scripting examples using Azure CLI to demonstrate Linux-native workflows.
  • Explicitly mention that Azure CLI commands work on both Windows and Linux, and provide sample usage in a Linux terminal.
  • Include Python SDK examples, which are widely used in cross-platform and Linux environments.
  • Balance the order of examples: present Azure CLI before PowerShell or side-by-side, to avoid implying Windows-first workflows.
  • Reference cross-platform editors/tools (e.g., VS Code) when discussing SDK usage, rather than assuming .NET/Visual Studio.
  • Clarify that all monitoring features are available regardless of OS, and link to platform-specific setup guides if needed.
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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 Clean Clean
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
2025-08-19 00:01 #85 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets