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
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a Windows bias by referencing Microsoft-specific tools, services, and patterns (such as PowerShell, Entra ID, and SDL Threat Modeling Tool) without mentioning or providing Linux or open-source equivalents. Examples and links are predominantly for Windows or Microsoft-centric technologies, and there is a lack of explicit Linux or cross-platform guidance, especially in areas like authentication, logging, and secure development practices.
Recommendations
  • Include Linux-specific examples and tools alongside Windows ones, such as using Bash scripts or Linux CLI for Azure management.
  • Reference open-source or cross-platform alternatives for threat modeling, authentication, and key management (e.g., OWASP Threat Dragon, HashiCorp Vault).
  • Provide parity in documentation for both Windows and Linux environments, especially for DevOps, logging, and security controls.
  • Explicitly mention how Azure services and SDKs can be used from Linux environments, including setup and usage instructions.
  • Add links to Linux-focused Azure documentation and best practices.
  • Ensure that examples and recommendations do not assume a Windows-first approach, and clarify platform-agnostic steps where possible.
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 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