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:
⚠️ missing_linux_example
⚠️ windows_first
⚠️ windows_tools
Summary:
The documentation page focuses exclusively on .NET and C# examples, references the Azure portal (which is cross-platform but often associated with Windows-centric workflows), and uses terms like 'Windows Azure Service Management API.' There are no Linux-specific instructions, CLI examples, or cross-platform code samples. The only sample project referenced is a C#/.NET application, with no mention of equivalent workflows for Linux users or non-.NET languages. This creates a Windows-first impression and omits guidance for developers working in Linux environments.
Recommendations:
  • Provide equivalent examples using Azure CLI and/or Azure PowerShell, highlighting cross-platform usage.
  • Include sample code in languages commonly used on Linux (e.g., Python, Java, Node.js) for authenticating with Microsoft Entra ID and Batch Management.
  • Reference and link to Linux-friendly tools and workflows, such as using the Azure CLI for app registration and permission assignment.
  • Clarify that the Azure portal and APIs are accessible from any OS, and explicitly mention Linux compatibility.
  • Offer a section or callout for Linux/macOS users, outlining any differences or additional steps required.
  • If possible, provide a Docker-based or shell script example for running the sample app on Linux.
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Scan History

Date Scan ID Status Bias Status
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-12 00:58 #8 cancelled ✅ Clean
2025-07-10 05:06 #7 processing ✅ Clean

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