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
powershell_heavy
windows_tools
missing_linux_example
windows_first
Summary
The documentation page demonstrates a Windows bias by providing only Windows-centric instructions and examples. It exclusively references RDP for VM access, PowerShell for DNS validation, and SQL Server Management Studio for database connection, without mentioning or providing alternatives for Linux users. Cleanup instructions use PowerShell cmdlets, with no Azure CLI or Bash equivalents. There is no guidance for connecting via SSH, using Linux command-line tools, or cross-platform database clients.
Recommendations
  • Add Linux-specific instructions for connecting to the VM (e.g., SSH access using Azure CLI or native SSH).
  • Provide examples using Azure CLI for resource cleanup (e.g., az group delete) alongside PowerShell.
  • Include Linux command-line tools (e.g., dig, nslookup) for DNS validation from the VM.
  • Suggest cross-platform database clients (e.g., Azure Data Studio, sqlcmd) for connecting to SQL Database.
  • Clearly indicate parity between Windows and Linux workflows in all steps, ensuring both are covered equally.
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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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets