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
windows_first
powershell_heavy
missing_linux_example
Summary
The documentation page for Azure HDInsight Enterprise Security guidelines exhibits a moderate Windows bias. Windows-centric tools and concepts (Active Directory, Microsoft Entra Domain Services, Kerberos/NTLM, Ambari UI, and Windows Server AD) are referenced throughout, often without Linux equivalents or parity. Troubleshooting and configuration steps focus on Windows-based identity and management patterns, and examples for tasks like keytab generation and LDAP sync are given only for Linux but are embedded in a Windows-oriented context. Windows administrative tools are mentioned, and Windows terminology (OU, domain join, etc.) predominates, with little mention of Linux-native identity management or alternative approaches.
Recommendations
  • Provide explicit Linux-based examples for identity management, such as using openldap, sssd, or MIT Kerberos, where possible.
  • Include parity for Linux administrative tools and workflows (e.g., alternatives to Ambari UI, CLI-based management, or open source equivalents).
  • Add troubleshooting steps and configuration guidance for clusters managed primarily from Linux environments.
  • Mention Linux-first patterns and tools (such as SSH, cron, ktutil) earlier or alongside Windows tools to avoid Windows-first impression.
  • Clarify which steps are OS-agnostic and which are specific to Windows, and offer alternatives for Linux-only deployments.
  • Reference open source documentation or community best practices for Linux-based enterprise security in Hadoop/HDInsight clusters.
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-01-14 00:00 #250 in_progress Clean Clean
2026-01-13 00:00 #246 completed Clean Clean
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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-31 00:00 #66 completed Clean Clean
2025-07-30 00:00 #65 completed Clean Clean
2025-07-29 00:01 #64 completed Clean Clean
2025-07-28 00:00 #63 completed Clean Clean
2025-07-27 00:00 #62 completed Clean Clean
2025-07-26 00:01 #61 completed Clean Clean
2025-07-25 00:00 #60 completed Clean Clean
2025-07-24 00:00 #59 completed Clean Clean
2025-07-23 00:00 #58 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean