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
windows_tools
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-centric tools and examples. Azure PowerShell is mentioned before Azure CLI, and all code samples are in .NET/C#, which is most commonly used on Windows. There are no Linux-specific instructions, examples, or mentions of Linux authentication patterns, nor are cross-platform SDKs or code samples (such as Python or Node.js) provided. The workflow assumes use of the Azure portal (which is web-based but often referenced in Windows contexts) and omits command-line examples that would be more familiar to Linux users.
Recommendations
  • Add Linux-specific instructions or notes, such as using Azure CLI on Linux or authenticating from Linux-based environments.
  • Provide code samples in cross-platform languages (e.g., Python, Node.js) alongside .NET/C#.
  • Include explicit Azure CLI examples for authentication and role assignment, and present them before or alongside PowerShell examples.
  • Mention Linux-friendly tools and patterns, such as environment variables for secrets, managed identities in Linux containers, and using the CLI in bash scripts.
  • Clarify that the Azure portal and SDKs are cross-platform, and provide guidance for Linux users where workflows differ.
GitHub Create Pull Request

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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets