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 page exhibits a Windows bias by referencing Microsoft-specific tools and patterns (such as PowerShell, Microsoft Entra, and Azure Key Vault) without mentioning Linux equivalents or cross-platform alternatives. Examples and guidance are centered around Windows technologies and Azure services, with little to no reference to Linux-based workflows, tools, or security practices. The Security Development Lifecycle (SDL) is linked to a Windows documentation page, and authentication guidance references remote PowerShell access, which is primarily a Windows-centric tool. There are no explicit Linux or open-source examples, and platform-neutral alternatives are not highlighted.
Recommendations
  • Include Linux-specific examples and workflows for key security activities, such as authentication, logging, and key management.
  • Reference cross-platform tools and SDKs (e.g., Azure CLI, which runs natively on Linux, macOS, and Windows) alongside or before Windows-specific tools like PowerShell.
  • Provide links to Linux security best practices and documentation, such as SELinux, AppArmor, or Linux-based identity management solutions.
  • Highlight open-source and platform-neutral threat modeling tools in addition to Microsoft SDL Threat Modeling Tool.
  • Ensure that examples for logging, error handling, and deployment include both Windows and Linux environments.
  • Mention Linux-compatible Azure services and features, such as Azure App Service for Linux, and provide guidance for securing applications deployed on Linux VMs.
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