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_tools
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation is heavily oriented toward Windows environments, specifically Windows Server-based Active Directory and DNS. All examples, troubleshooting steps, and commands use Windows tools (e.g., NET SHARE, dcdiag, nltest, dnscmd) and reference Windows registry edits. There are no examples or guidance for Linux-based domain controllers (such as Samba AD DC) or DNS servers, nor any mention of cross-platform considerations. Windows terminology and tools are used exclusively and are presented first and only.
Recommendations
  • Add guidance for disaster recovery of Samba-based Active Directory domain controllers running on Linux, including replication and failover steps.
  • Include examples for managing DNS on Linux (e.g., BIND, dnsmasq), such as zone file updates and service management.
  • Provide parity in troubleshooting steps for Linux-based domain controllers and DNS servers, including equivalent commands and log locations.
  • Reference cross-platform tools and patterns where applicable, and clarify which steps are Windows-specific.
  • Explicitly state platform requirements and limitations at the beginning of the document, and link to Linux-specific documentation if available.
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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 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
2025-09-16 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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets