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 primarily uses Azure CLI and Azure portal examples, which are available cross-platform, but there are subtle Windows biases. Windows and Mac installation instructions for kubelogin are mentioned before Linux, and Azure portal navigation is described in a way that assumes familiarity with Windows-centric UI patterns. There are no PowerShell examples, but the documentation does not provide Linux-specific alternatives for tasks like editing files (e.g., using 'vi' editor is mentioned, which is common on Linux but not on Windows). The documentation does not mention or provide parity for Linux-native tools or workflows (e.g., using bash scripts for automation, or alternatives to Azure CLI for Linux users). There are also missing Linux-specific troubleshooting steps or considerations.
Recommendations
  • Provide Linux-first or Linux-parallel instructions for all steps, especially for file editing and command-line operations.
  • Include explicit Linux and Windows installation instructions for tools like kubelogin, and ensure Linux instructions are not relegated to secondary status.
  • Offer alternative workflows for Linux users, such as using bash scripts or Linux-native editors (e.g., nano, emacs) alongside 'vi'.
  • Add troubleshooting steps or notes for Linux environments, such as SELinux/AppArmor considerations, file permissions, or systemd service management.
  • Clarify cross-platform compatibility for Azure CLI and portal steps, and mention any OS-specific caveats.
  • Where possible, provide examples using both Azure CLI and Linux-native tools (e.g., curl, jq) for interacting with Kubernetes clusters.
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Scan History

Date Scan Status Result
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

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