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
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 presented equally alongside CLI, with no mention of Linux-specific tools or shell patterns (e.g., Bash, scripting, or automation via Linux-native tools). There are no explicit Linux shell (bash) examples, nor references to Linux-specific configuration steps or troubleshooting patterns. The documentation does not acknowledge differences in VM DNS configuration between Windows and Linux, nor does it provide parity for Linux users in terms of scripting or automation.
Recommendations
  • Add explicit Bash shell examples for configuring Azure Firewall DNS settings using Azure CLI, demonstrating Linux-native scripting patterns.
  • Include notes or sections addressing differences in DNS configuration on Linux VMs (e.g., /etc/resolv.conf, systemd-resolved) versus Windows VMs.
  • Reference Linux automation tools (such as cloud-init or Ansible) for bulk DNS configuration in Azure environments.
  • Clarify that Azure CLI commands are cross-platform and provide sample usage in a Linux shell environment.
  • Consider reordering examples so that cross-platform (CLI/Bash) instructions appear before PowerShell to avoid implicit Windows-first bias.
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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