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

Bias Types:
⚠️ windows_first
⚠️ missing_linux_example
⚠️ windows_tools
Summary:
The documentation demonstrates a bias toward Windows by exclusively using an ASP.NET WebAPI backend for the server-side component, with no mention of Linux-friendly or cross-platform alternatives (such as Node.js, Python, or Java backends). The backend example assumes familiarity with Windows-centric technologies and does not provide guidance or code samples for users on Linux or macOS. There are no references to Linux tools, deployment patterns, or command-line instructions, and the only backend stack shown is one most commonly associated with Windows environments.
Recommendations:
  • Provide equivalent backend implementation examples using cross-platform technologies such as Node.js (Express), Python (Flask/FastAPI), or Java (Spring Boot), and reference these alongside the ASP.NET example.
  • Include instructions for deploying and running the backend on Linux (e.g., using Docker, Azure App Service for Linux, or other Linux-based hosting).
  • Add notes or links for users who may be developing on macOS or Linux, clarifying that the client-side (Android) code is platform-agnostic and that the backend can be implemented in any language or framework.
  • Where possible, use neutral terminology (e.g., 'backend API' instead of 'ASP.NET backend') and provide a selector or toggle in the documentation for different backend stacks.
  • Reference tools and workflows that are available on all platforms, and avoid assuming the use of Windows-only development environments.
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Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased

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