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 parity between Azure CLI, Azure PowerShell, and Azure portal for all AKS upgrade tasks. However, Azure PowerShell (a Windows-centric tool) is given equal prominence to Azure CLI, and PowerShell examples are included throughout. Azure CLI is cross-platform, but PowerShell is primarily used on Windows, and its inclusion may create friction for Linux/macOS users. In some sections, PowerShell is listed before Azure portal, but not before Azure CLI. No Windows-specific tools or patterns are mentioned, and Linux/macOS users can complete all tasks using Azure CLI or portal. There are no missing Linux examples, and the documentation does not favor Windows tools exclusively.
Recommendations
  • Clarify that Azure CLI is fully cross-platform and recommended for Linux/macOS users.
  • Consider moving Azure PowerShell examples after Azure CLI and Azure portal, or explicitly note PowerShell is primarily for Windows users.
  • Add a brief note at the start indicating Azure CLI is the preferred tool for non-Windows environments.
  • Ensure all references to PowerShell are accompanied by Azure CLI equivalents (already done here).
GitHub Create Pull Request

Scan History

Date Scan Status Result
2026-02-18 00:00 #397 in_progress Clean Clean
2026-02-17 00:00 #393 in_progress Clean Clean
2026-02-16 00:00 #389 in_progress Biased Biased
2026-02-15 00:00 #385 in_progress Biased Biased
2026-02-14 00:00 #381 in_progress Biased Biased
2026-02-13 00:00 #377 in_progress Biased Biased
2026-02-12 00:00 #373 in_progress Biased Biased
2026-02-11 00:00 #369 in_progress Biased Biased
2026-02-10 00:00 #365 completed Biased Biased
2026-02-09 00:00 #361 completed Biased Biased
2026-02-08 00:00 #357 completed Clean Clean
2026-02-05 00:00 #345 completed Clean Clean
2026-02-04 00:00 #341 completed Biased Biased
2026-02-03 00:00 #337 completed Biased Biased
2026-02-02 00:00 #333 completed Biased Biased
2026-02-01 00:00 #329 completed Biased Biased
2026-01-31 00:00 #325 completed Biased Biased
2026-01-30 00:00 #321 completed Biased Biased
2026-01-27 00:00 #309 completed Biased Biased
2026-01-26 00:00 #305 completed Biased Biased
2026-01-24 00:00 #297 completed Biased Biased
2026-01-23 00:00 #293 failed Biased Biased
2026-01-14 00:00 #253 completed Clean Clean
2026-01-13 00:00 #249 completed Biased Biased

Flagged Code Snippets