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_first
missing_linux_example
windows_tools
Summary
The documentation provides configuration examples using Azure Portal, Azure CLI, and Azure PowerShell. While Azure CLI is cross-platform, the PowerShell examples are Windows-centric, and there are no explicit Linux shell (bash) examples or references to Linux-specific tools or workflows. The documentation does not mention or demonstrate Linux-native commands (such as bash scripting or cloud-init), nor does it address Linux-specific considerations for DNS configuration or VM restart procedures. The presence of PowerShell examples and the absence of Linux shell examples indicate a Windows bias.
Recommendations
  • Add explicit bash shell examples for all CLI operations, showing how Linux users can perform the same tasks (e.g., using az CLI in bash, scripting VM restarts with SSH/cloud-init).
  • Include notes or sections addressing Linux VM DNS configuration, such as how to update /etc/resolv.conf or use cloud-init for DNS changes.
  • When listing CLI and PowerShell examples, present CLI (cross-platform) examples before PowerShell to avoid Windows-first ordering.
  • Clarify that Azure CLI works on Linux, macOS, and Windows, and provide links or instructions for installing and using Azure CLI on Linux.
  • For VM restart instructions, mention Linux-specific commands (e.g., using SSH and 'sudo reboot') alongside the generic 'restart' advice.
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Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-08-29 00:01 #95 completed 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