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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page shows some Windows bias, especially in the troubleshooting section for 'InvalidNetworkConfigurationErrorCode'. PowerShell and Windows VM options are mentioned explicitly, and the deprecated parameter 'EnableVmProtection' is referenced in the context of PowerShell and Azure Runbooks without equivalent Linux CLI or automation examples. While Linux commands (ssh, nslookup, dig) are present, Windows tools and patterns (PowerShell, Windows VM as DNS forwarder) are mentioned first or exclusively in some cases. There is a lack of parity in providing Linux CLI examples for network troubleshooting and automation.
Recommendations
  • Provide equivalent Azure CLI or Bash script examples alongside PowerShell commands for network troubleshooting and automation.
  • Explicitly mention Linux VM options before or alongside Windows VM options when discussing DNS forwarding setup.
  • Include references to Linux-native tools (e.g., nmcli, resolvectl) for network configuration validation.
  • Clarify that automation and scripting can be done with Azure CLI, Bash, or Ansible, not just PowerShell and Runbooks.
  • Ensure all troubleshooting steps have both Windows and Linux variants, especially for VM creation, DNS setup, and network validation.
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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