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 page demonstrates a Windows bias by focusing on RDP connections to Windows Server VMs, referencing Azure PowerShell before Linux alternatives, and providing PowerShell-specific cleanup instructions. There are no Linux VM examples, nor are SSH or Linux-native tools/patterns mentioned for deployment or validation. The quickstart assumes Windows-centric workflows and tools.
Recommendations
  • Include examples for deploying Linux VMs alongside Windows VMs, and demonstrate firewall NAT rules for SSH connections.
  • Provide cleanup instructions using Azure CLI in addition to PowerShell, and present both options equally.
  • Mention Linux-native tools (e.g., SSH) for validation steps, not just Remote Desktop Connection.
  • Reference documentation for deploying Azure Firewall with multiple public IP addresses using Azure CLI and Linux workflows.
  • Ensure examples and instructions are presented in parallel for both Windows and Linux users, avoiding Windows-first ordering.
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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