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
powershell_heavy
windows_first
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by consistently referencing Windows-specific tools (PowerShell, Windows Server certificate service, Remote Desktop Connection), providing instructions and examples primarily for Windows environments, and omitting Linux equivalents or examples. Windows security mechanisms (Active Directory, Windows security) are mentioned exclusively or before cross-platform alternatives. There is a lack of parity in guidance for Linux-based Service Fabric clusters, with no mention of Linux command-line tools, certificate management, or remote access options.
Recommendations
  • Add equivalent Linux examples for cluster creation and management, such as using Azure CLI, Bash scripts, or Linux-native tools.
  • Include instructions for configuring certificates using Linux tools (e.g., OpenSSL) and obtaining certificates for Linux clusters.
  • Mention Linux-compatible remote access methods (e.g., SSH) alongside Remote Desktop Connection.
  • Provide guidance for deploying and securing Service Fabric clusters on Linux, including references to Linux security mechanisms and identity providers.
  • Ensure that cross-platform APIs (HTTP, REST) are highlighted as alternatives to PowerShell.
  • Reorder sections to present cross-platform or Linux options alongside or before Windows-specific instructions where possible.
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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 Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased