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. All examples, instructions, and templates exclusively reference Windows VMs, Windows Server, and Windows 10. Kerberos setup is described only in the context of Active Directory Domain Controllers running on Windows Server. All automation and configuration scripts use PowerShell, and references to tools and settings (such as Group Policy Editor and NTLM restrictions) are Windows-specific. There are no examples or guidance for configuring Kerberos authentication with Linux VMs, Linux-based domain controllers (such as Samba), or using Linux tools and commands. The documentation also links only to Windows-centric resources and does not mention Linux equivalents.
Recommendations
  • Add parallel instructions and examples for configuring Kerberos authentication with Linux VMs, including joining Linux VMs to an Active Directory domain or a Samba domain controller.
  • Provide ARM template parameters and examples for deploying Linux-based domain controllers (e.g., Samba) and Linux client VMs.
  • Include Linux command-line examples (e.g., using kinit, realm, sssd, or adcli) for domain joining and Kerberos verification.
  • Reference Linux documentation for Kerberos and domain joining, such as official Samba and MIT Kerberos guides.
  • Clarify any Azure Bastion limitations regarding Linux Kerberos authentication, and if supported, document the steps and troubleshooting for Linux scenarios.
  • Balance PowerShell examples with Bash or shell script equivalents for Linux deployments.
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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