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
Summary
The documentation provides both Bash and PowerShell examples for key commands, but PowerShell is given equal prominence, which may indicate a slight Windows bias. The use of PowerShell tabs and examples suggests an assumption that users may be on Windows. However, Linux-specific instructions (such as nano, systemctl, and k3s config) are present, and Azure CLI is used throughout, which is cross-platform. There is no evidence of exclusive use of Windows tools or missing Linux examples, but the inclusion of PowerShell examples and tabs may be unnecessary for a primarily Linux/Kubernetes audience.
Recommendations
  • Consider making Bash the default or primary example, as most Kubernetes and edge deployments are Linux-based.
  • Move PowerShell examples to a secondary position or into expandable sections, rather than giving them equal prominence.
  • Clarify in the prerequisites that Azure CLI commands work on both Windows and Linux, and note any OS-specific differences if relevant.
  • Review whether PowerShell examples are needed for this audience; if not, remove them to streamline documentation.
  • Ensure all instructions (such as file editing and service restart) have clear Linux equivalents and note any Windows-specific alternatives only if necessary.
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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
2025-09-11 00:00 #108 completed Clean Clean
2025-08-11 00:00 #77 completed Clean Clean
2025-08-10 00:00 #76 completed Clean Clean
2025-08-09 00:00 #75 completed Clean Clean
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Clean Clean
2025-08-06 00:00 #72 completed Clean Clean
2025-08-05 00:00 #71 completed Clean Clean
2025-08-03 00:00 #69 completed Clean Clean
2025-08-01 00:00 #67 completed Clean Clean
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Clean Clean

Flagged Code Snippets