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
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. Authentication and enterprise security are described primarily in terms of Active Directory and Microsoft Entra Domain Services, which are Windows-centric technologies. PowerShell is mentioned as a client tool for cluster access, but no equivalent Linux/macOS command-line tools (e.g., SSH, curl, or Linux CLI examples) are provided. The documentation does not offer examples or guidance for Linux/macOS users regarding authentication, authorization, or auditing, nor does it mention cross-platform alternatives to Windows tools.
Recommendations
  • Include Linux/macOS-specific examples for cluster authentication and access (e.g., SSH, curl, Linux CLI).
  • Mention and provide guidance for using cross-platform tools (such as Kerberos, LDAP, or SSSD) for authentication where applicable.
  • When listing client tools (PowerShell, ODBC, JDBC, REST APIs), ensure Linux/macOS equivalents are described and shown in examples.
  • Clarify which features and procedures are platform-agnostic and which require Windows-specific infrastructure.
  • Add explicit instructions or links for Linux/macOS users to perform common tasks (e.g., accessing clusters, configuring security features).
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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
2026-01-11 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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased