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_first
missing_linux_example
powershell_heavy
windows_tools
Summary
The documentation is heavily biased toward Windows environments. All examples, templates, and verification steps assume Windows Server and Windows 10 VMs. Only Windows domain controllers are referenced, and all configuration scripts use PowerShell. There are no instructions or examples for Linux-based domain controllers, Linux VMs, or cross-platform Kerberos authentication. Windows tools and settings (Local Group Policy Editor, NTLM restriction) are referenced exclusively.
Recommendations
  • Add instructions and examples for configuring Kerberos authentication with Linux VMs (e.g., Ubuntu, CentOS) and Linux-based domain controllers (such as Samba/Active Directory Domain Services).
  • Provide equivalent verification steps for Linux, such as using kinit, checking /etc/krb5.conf, and relevant log files.
  • Include ARM template parameters and script extensions for deploying Linux VMs and configuring them for Kerberos authentication.
  • Offer CLI examples using Azure CLI and Bash, not just PowerShell.
  • Reference Linux documentation for Kerberos and Active Directory integration, alongside Windows documentation.
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Scan History

Date Scan Status Result
2026-01-12 00:00 #99 completed Biased Biased
2026-01-11 06:20 #98 completed Biased Biased
2026-01-10 00:00 #92 completed Clean Clean
2026-01-06 22:28 #78 completed Clean Clean
2025-12-29 18:00 #48 cancelled Clean Clean
2025-12-15 00:00 #7 completed Clean Clean
2025-12-14 05:05 #6 completed Clean Clean

Flagged Code Snippets