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
powershell_heavy
windows_tools
Summary
The documentation demonstrates a Windows bias by listing Azure PowerShell as a primary method for creating managed identities, referencing Microsoft Entra Domain Services (which is Windows-centric), and mentioning Windows authentication scenarios (LDAPS, ESP clusters) before Linux equivalents. There is no explicit Linux example or mention of Linux-specific tools or patterns, and PowerShell is highlighted before CLI, which is more cross-platform.
Recommendations
  • Provide explicit Linux-oriented examples and scenarios, such as using Azure CLI on Linux for managed identity creation and assignment.
  • List Azure CLI before Azure PowerShell when describing cross-platform steps, or clarify platform applicability for each method.
  • Include references to Linux authentication patterns and tools (e.g., Kerberos, PAM) where relevant.
  • Add a section or FAQ entry addressing managed identity usage and limitations on Linux-based HDInsight clusters.
  • Ensure parity in troubleshooting and operational guidance for both Windows and Linux clusters.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean