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 demonstrates a strong Windows bias, primarily through exclusive use of Windows/PowerShell commands for Active Directory management, references to Windows-specific tools and policies (such as Group Policy and Windows registry keys), and a lack of Linux or cross-platform examples for managing AD connections. Windows terminology and tools are mentioned first or exclusively, with no equivalent instructions for Linux-based environments or tools like Samba or Linux-based AD management.
Recommendations
  • Provide equivalent Linux-based command examples (e.g., using Samba tools like 'samba-tool', 'net ads', or 'ldapmodify') for managing Kerberos encryption types and AD user properties.
  • Include instructions for configuring Kerberos and LDAP settings on Linux clients, such as editing '/etc/krb5.conf' and '/etc/sssd/sssd.conf', and using 'kadmin' or 'ktutil' for keytab and encryption management.
  • Reference Linux-compatible tools and methods (e.g., 'realm', 'adcli', 'sssd') alongside Windows tools when discussing AD domain joins, account management, and encryption settings.
  • When discussing Group Policy or registry settings, mention equivalent Linux configuration files or policies, or clarify if certain settings are not applicable to Linux environments.
  • Add Linux-focused troubleshooting steps and examples for common scenarios (e.g., LDAP query timeouts, Kerberos authentication failures) to ensure parity.
  • Structure examples so that both Windows and Linux approaches are presented side-by-side where possible, or at least ensure Linux is not omitted.
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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