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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a strong Windows bias. Most command-line examples use PowerShell, and references to Windows tools and policies (e.g., Group Policy, registry keys) are prevalent. Windows terminology and features are introduced before or instead of Linux equivalents, and there are no concrete Linux-specific examples or instructions for managing Active Directory connections, Kerberos, or LDAP from Linux environments. The documentation assumes familiarity with Windows Server and Active Directory concepts, with limited guidance for Linux administrators.
Recommendations
  • Provide equivalent Linux command-line examples (e.g., using 'ldapsearch', 'kinit', 'adcli', or 'realm' for Kerberos and LDAP operations).
  • Include instructions for configuring Kerberos encryption types and LDAP settings on Linux clients, not just Windows (e.g., editing '/etc/krb5.conf', using 'authconfig', etc.).
  • Reference Linux tools and configuration files (such as '/etc/krb5.conf', '/etc/ldap.conf', and 'sssd') alongside Windows Group Policy and registry settings.
  • Add troubleshooting steps and best practices for Linux environments, including how to handle Kerberos ticket lifetimes and LDAP query timeouts on Linux clients.
  • Clarify which features and settings are relevant or different for Linux-based SMB/NFS clients, especially in mixed environments.
  • Balance examples and terminology so that both Windows and Linux administrators can follow the documentation without needing to cross-reference external Linux guides.
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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
2025-09-14 00:00 #111 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Clean Clean
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Biased Biased
2025-08-04 00:00 #70 cancelled Biased Biased
2025-08-03 00:00 #69 completed Biased Biased
2025-08-02 00:00 #68 cancelled Biased Biased
2025-08-01 00:00 #67 completed Biased Biased
2025-07-31 00:00 #66 completed 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