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
Summary
The documentation exhibits Windows bias primarily through references to Windows-specific networking concepts and tools, such as NIC Teaming and Failover Clustering, with links to Windows Server documentation. Cluster witness options and explanations are based on Windows paradigms (Cloud Witness, File Share Witness), and references to SMB file shares use Windows-style paths. There are mentions of PowerShell for workload configuration, but no equivalent Linux CLI or tooling is described. Linux-specific networking tools, commands, or configuration patterns are absent, and Windows terminology is used exclusively or first when describing network topologies and clustering.
Recommendations
  • Provide Linux-specific examples and references for network configuration, such as using ip, nmcli, or netplan for IP and DNS settings.
  • Include Linux equivalents for clustering concepts, such as corosync/pacemaker or NFS file share witness, and link to relevant Linux documentation.
  • Offer guidance for configuring SMB shares from Linux servers, including path formats and authentication.
  • Add instructions or references for managing Kubernetes workloads and networking using Linux CLI tools (kubectl, etc.), not just PowerShell.
  • Balance terminology and tool references by mentioning Linux options alongside Windows, or in parallel sections.
  • Clarify whether the local web UI and device management are OS-agnostic, and if so, explicitly state Linux compatibility.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased