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 page exhibits a strong Windows bias throughout. All examples, templates, and instructions focus exclusively on Windows Server and Windows 10 VMs. Only Windows domain controllers are referenced, and all configuration scripts use PowerShell. There are no examples or guidance for deploying Kerberos authentication with Linux VMs, Linux domain controllers (such as Samba/FreeIPA), or using Linux-native tools. References and links point to Windows-specific documentation, and the verification steps rely on Windows Group Policy Editor and NTLM settings, which are not applicable to Linux environments.
Recommendations
  • Add parallel instructions and examples for configuring Kerberos authentication with Linux VMs (e.g., Ubuntu, CentOS) in Azure.
  • Include guidance for deploying and configuring a Linux-based domain controller (such as Samba AD DC or FreeIPA) and joining Linux VMs to the domain.
  • Provide Linux shell (bash) equivalents for deployment and verification steps, including ARM template deployment via Azure CLI.
  • Reference Linux documentation for Kerberos and Active Directory integration (e.g., MIT Kerberos, Samba, sssd).
  • Clarify any Azure Bastion limitations regarding Linux Kerberos support, and if supported, document the steps and caveats.
  • Ensure that verification steps include Linux methods (e.g., checking /etc/krb5.conf, using kinit/klist, system logs) for confirming Kerberos authentication.
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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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets