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
windows_tools
powershell_heavy
Summary
The documentation demonstrates a Windows bias by focusing on Windows Server 2019 VMs as deployment targets, referencing RDP (a Windows protocol) for connectivity validation, and providing PowerShell examples and cleanup commands. There is no mention of Linux VM deployment, SSH connectivity, or Linux-specific tools. The Azure CLI is included, but PowerShell is given equal or greater prominence, and the validation steps are Windows-centric.
Recommendations
  • Include examples for deploying Linux VMs alongside Windows VMs in the Bicep template.
  • Add validation steps using SSH to connect to Linux VMs, demonstrating NAT rules for Linux remote access.
  • Provide cleanup commands using Azure CLI, not just PowerShell.
  • Reference Linux tools and patterns (e.g., SSH, Linux VM images) in the documentation.
  • Ensure that both Windows and Linux scenarios are presented in parallel throughout the quickstart.
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Scan History

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

Flagged Code Snippets