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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by mentioning RDP (Windows) connectivity and features (such as Kerberos authentication for domain-joined Windows VMs) before or more prominently than SSH/Linux equivalents. While there are references to connecting to Linux VMs and storing SSH keys, the examples and guidance are generally Windows-centric, with Windows-specific features (Kerberos, RDP, domain-joined VMs) described in detail and linked before Linux alternatives. There are no explicit Linux command-line or tool examples, and Linux security patterns are not discussed with the same depth as Windows ones.
Recommendations
  • Provide Linux-specific examples and guidance alongside Windows instructions, such as SSH configuration, Linux authentication methods, and Linux VM security best practices.
  • Include links to documentation for connecting to Linux VMs and securing Linux environments with Azure Bastion in sections where Windows features are described.
  • Balance the coverage of Windows and Linux tools and patterns, ensuring that Linux equivalents (e.g., SSH key management, Linux session recording, Linux authentication) are given equal prominence and detail.
  • Add explicit Linux command-line examples (e.g., using SSH from Linux/macOS terminals) and reference Linux-native security tools where relevant.
  • Where features are Windows-only (e.g., Kerberos for domain-joined VMs), clearly indicate this and provide Linux alternatives or note the absence of equivalent features.
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Scan History

Date Scan Status Result
2026-01-16 00:00 #258 completed Clean Clean
2026-01-14 00:00 #250 in_progress Biased Biased
2026-01-13 00:00 #246 completed Biased Biased
2026-01-12 00:00 #243 cancelled 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
2025-09-04 00:00 #101 completed Clean Clean