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 strong Windows bias by exclusively providing Azure PowerShell command examples for all verification and troubleshooting steps. There are no CLI (az), Bash, or Linux/macOS-specific instructions or examples. The only explicit tool recommendation for connectivity testing is PsPing, a Windows-only Sysinternals utility, with no mention of Linux alternatives. All command-line guidance assumes a Windows environment, and Windows-centric tools and patterns are referenced before any cross-platform options.
Recommendations
  • Add equivalent Azure CLI (az) commands for all PowerShell examples, as Azure CLI is cross-platform and widely used on Linux/macOS.
  • Include Bash shell examples where appropriate, especially for basic network troubleshooting (e.g., using ping, traceroute, or tcpdump).
  • Suggest cross-platform connectivity testing tools such as hping, nping (from nmap), or standard ping/traceroute for Linux/macOS users, alongside PsPing.
  • Clearly indicate which commands/tools are Windows-only and provide Linux/macOS alternatives in parallel.
  • Consider reordering examples so that cross-platform solutions appear first or side-by-side with Windows-specific instructions.
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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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets