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 page exhibits moderate Windows bias. Windows tools and patterns (such as Azure PowerShell cmdlets and Windows failover cluster references) are mentioned before or alongside Linux equivalents, and some examples or instructions are Windows-centric. There is a lack of explicit Linux command-line examples (e.g., Azure CLI, SSH, Linux-specific configuration steps) in several key operational sections, and Windows terminology (Jumpbox, SOFS, PowerShell) is used without always providing Linux alternatives or parity in detail.
Recommendations
  • Provide Linux-specific examples and instructions alongside Windows ones, especially for VM deployment, management, and networking (e.g., show Azure CLI and SSH usage, not just PowerShell).
  • Ensure Linux tools and patterns (such as systemd, Pacemaker, mdadm, LVM) are described with equal detail and prominence as Windows tools.
  • When listing deployment methods, alternate the order or explicitly mention Linux-first options (e.g., 'Azure CLI, Azure portal, Azure PowerShell').
  • Add explicit Linux command-line examples for common operations (e.g., assigning static IPs, configuring disks, managing VMs).
  • Where Windows-specific features (SOFS, failover cluster) are referenced, ensure Linux equivalents (NFS, Pacemaker, etc.) are also described and linked.
  • Review terminology to ensure cross-platform neutrality (e.g., clarify 'Jumpbox' applies to both Windows and Linux, or use 'bastion host').
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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
2025-08-22 00:01 #88 completed Clean Clean
2025-07-22 00:01 #57 completed Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased