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 demonstrates a moderate Windows bias. In troubleshooting steps, PowerShell commands are provided for resolving failed network interface states, but there are no equivalent CLI or Linux-native instructions. In the connectivity validation table, Windows-specific tools (PsPing, PowerShell Invoke-WebRequest) are listed, while Linux tools are mentioned but with less detail. The PowerShell method is described first and in more detail than the Azure Resource Explorer method, and there is no mention of Azure CLI or Linux-native alternatives for managing network interfaces. This may disadvantage users working primarily in Linux environments or using cross-platform automation.
Recommendations
  • Provide equivalent Azure CLI commands for all PowerShell examples, especially for managing network interfaces in failed states.
  • Expand Linux tool recommendations in the connectivity validation table (e.g., suggest 'ss', 'telnet', or 'curl' for UDP where appropriate).
  • Ensure that Linux and cross-platform tools are mentioned alongside or before Windows-specific tools, or present both together.
  • Where PowerShell is used, add corresponding Bash/Azure CLI scripts to ensure parity.
  • Clarify that all operations can be performed from Linux/macOS using Azure CLI or REST API, and provide links or examples.
  • Consider adding a section or callout for cross-platform troubleshooting approaches.
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Scan History

Date Scan Status Result
2026-01-22 01:38 #286 completed Biased Biased
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
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased