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
windows_first
missing_linux_example
Summary
The documentation page exhibits a moderate Windows bias. Troubleshooting steps and examples reference Windows-centric tools (e.g., PowerShell, netsh, PsPing) without providing Linux equivalents. When discussing connection testing and state flushing, PowerShell and Windows reboot instructions are given, but Linux commands and workflows are omitted. The documentation mentions browser and curl usage in PowerShell, but does not show how to test or flush connections on Linux. Overall, the guidance assumes a Windows environment for VM management and troubleshooting, with little consideration for Linux users.
Recommendations
  • Provide Linux equivalents for all troubleshooting commands (e.g., use tcpdump, ss, ip, ping, nc, lsof, netstat for network diagnostics and connection state).
  • Include examples for connection testing and state flushing on Linux VMs (e.g., how to restart networking, flush connections, or reboot on Linux).
  • When referencing tools like PsPing and netsh, also mention and give examples for Linux-native tools.
  • Ensure that instructions for validating outbound connectivity, managing connections, and troubleshooting are platform-neutral or include both Windows and Linux workflows.
  • Explicitly state when a step or tool is Windows-specific, and provide a Linux alternative in parallel.
  • Add troubleshooting scenarios and best practices relevant to common Linux distributions used in Azure (Ubuntu, CentOS, etc.).
GitHub Create Pull Request

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
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased