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 demonstrates a Windows bias by instructing users to create a Windows virtual machine as a prerequisite, without mentioning Linux alternatives or providing Linux-specific instructions. All setup and configuration steps assume a Windows environment, and there are no examples or guidance for users on Linux systems.
Recommendations:
  • Include instructions for creating and configuring a Linux virtual machine as an alternative to Windows.
  • Provide Linux-specific guidance for installing prerequisites such as JDK, Maven, and Git (e.g., using apt, yum, or other package managers).
  • Ensure that all command-line instructions are cross-platform or provide both Windows and Linux command examples where differences exist.
  • Mention that the Kafka client code and Event Hubs integration are platform-agnostic, and clarify any OS-specific steps.
  • Update screenshots and portal instructions to indicate that managed identities and role assignments apply to both Windows and Linux VMs.
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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 ✅ Clean
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased

Flagged Code Snippets