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
Summary:
The documentation exhibits a Windows bias by instructing users to create a Windows virtual machine as a prerequisite and only providing guidance and links for configuring managed identity on a Windows VM. There are no instructions or examples for Linux-based environments, nor are there alternative setup steps for non-Windows users. All screenshots and portal instructions are Windows-centric, and there is no mention of Linux equivalents or cross-platform considerations.
Recommendations:
  • Provide parallel instructions for setting up both Windows and Linux virtual machines, including links to relevant Azure documentation for Linux VMs.
  • Include guidance and examples for configuring managed identities and running the Kafka producer/consumer on Linux VMs.
  • Add notes or sections that clarify cross-platform compatibility, and ensure that all command-line instructions are platform-agnostic (or provide both Windows and Linux shell examples where differences exist).
  • Update the prerequisites section to mention that either Windows or Linux VMs can be used, and provide installation steps for Java, Maven, and Git on both platforms.
  • Where screenshots are used, consider including Linux terminal or Azure Portal views from a Linux VM context.
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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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