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 demonstrates a Windows bias by referencing Dynamics XRM tooling (which is historically Windows/.NET-centric), focusing on Active Directory authentication (primarily a Windows technology), and omitting any Linux-specific instructions or examples. No Linux command-line, shell, or configuration examples are provided; all authentication and integration patterns assume Windows-based infrastructure and tools. The documentation does not mention cross-platform alternatives, nor does it address Linux deployment scenarios or integration runtimes on Linux hosts.
Recommendations
  • Add explicit instructions and examples for Linux environments, such as using Azure Integration Runtime on Linux or self-hosted IR on Linux servers.
  • Reference cross-platform tools and SDKs (e.g., REST API, Python SDK) for interacting with Dynamics, rather than only XRM tooling.
  • Include authentication patterns that work in Linux environments, such as service principal and managed identity, and clarify how to configure these on Linux.
  • Provide parity in examples: for every Windows/Active Directory/PowerShell example, include a Linux/bash/CLI equivalent.
  • Clarify which features or connectors are platform-agnostic and which require Windows, and suggest alternatives for Linux users.
  • Mention any limitations or requirements for Linux deployments, especially for self-hosted integration runtime.
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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
2025-09-08 00:00 #105 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
2025-07-13 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