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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. While most command-line examples use Azure CLI and kubectl (cross-platform tools), installation instructions and tool references often mention Windows or Mac before Linux, and some steps (such as Azure kubelogin installation) provide more detailed instructions for Windows/Mac than for Linux. The page references Azure portal (a web interface, often used on Windows) for role assignment and access control, and does not provide parity for Linux-native tools or workflows (e.g., no mention of Linux desktop environments or alternatives to Azure portal). There are no PowerShell examples, but the overall flow assumes familiarity with Windows-centric patterns and tools.
Recommendations
  • Provide Linux-first instructions or ensure Linux is mentioned before Windows/Mac in installation steps.
  • Include parity for Linux desktop environments when referencing Azure portal workflows (e.g., mention browser-agnostic access).
  • Offer explicit Linux command-line alternatives for all steps that reference Azure portal or GUI workflows.
  • Expand installation instructions for Azure kubelogin and other tools to include package manager options for Linux (e.g., apt, yum, snap).
  • Review all examples to ensure that Linux users are not required to adapt Windows-centric instructions.
  • Where possible, add notes about cross-platform compatibility for Azure CLI and kubectl, and clarify any OS-specific caveats.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #399 in_progress Biased Biased
2026-02-18 00:00 #395 in_progress Biased Biased
2026-02-17 00:00 #391 in_progress Biased Biased
2026-02-16 00:00 #387 in_progress Clean Clean
2026-02-15 00:00 #383 in_progress Biased Biased
2026-02-14 00:00 #379 in_progress Biased Biased
2026-02-13 00:00 #375 in_progress Clean Clean
2026-02-12 00:00 #371 in_progress Clean Clean
2026-02-11 00:00 #367 in_progress Biased Biased
2026-02-10 00:00 #363 completed Clean Clean
2026-02-09 00:00 #359 completed Clean Clean
2026-02-08 00:00 #355 completed Clean Clean
2026-02-05 00:00 #343 completed Clean Clean
2026-02-04 00:00 #339 completed Clean Clean
2026-01-14 00:00 #251 completed Clean Clean
2026-01-13 00:00 #247 completed Biased Biased
2026-01-11 00:00 #241 completed Biased Biased
2026-01-10 00:00 #238 completed Clean Clean
2026-01-09 00:34 #235 completed Biased Biased
2026-01-08 00:53 #232 completed Biased Biased

Flagged Code Snippets