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
missing_linux_example
Summary
The documentation page primarily describes Azure DevTest Labs transition steps and features in a platform-neutral way, but it exhibits subtle Windows bias. Most examples and instructions are generic or Azure portal-based, but explicit Linux guidance is only provided in a single 'Important' note at the end, and there are no step-by-step Linux-specific examples (e.g., SSH connection, Linux VM setup, or Linux tooling). Windows patterns (Azure portal, Bastion, RBAC) are described first or exclusively, while Linux access is mentioned as an exception rather than integrated throughout.
Recommendations
  • Provide parallel, step-by-step examples for connecting to both Windows and Linux VMs (e.g., RDP for Windows, SSH for Linux) in the main transition steps, not just in a side note.
  • Include references to Linux-specific tools and workflows (such as using cloud-init, Linux image customization, or command-line Azure CLI examples for Linux VM management).
  • Mention Linux access methods (SSH, SCP, SFTP) alongside Windows methods (RDP, Bastion) wherever VM access is discussed.
  • Add troubleshooting tips and best practices for Linux VM users (e.g., SSH key management, firewall configuration, package installation).
  • Ensure that any referenced features (such as Shared Image Gallery, cost management, dashboard creation) include Linux-centric use cases and examples.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
2026-01-11 00:00 #240 completed Clean Clean
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 Clean Clean
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 Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean