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
powershell_heavy
Summary
The documentation provides examples for Azure CLI, PowerShell, portal, and ARM templates. PowerShell examples are given equal prominence to CLI, and the CLI examples are generic (not OS-specific). However, in the ARM template section, both Linux and Windows quickstart links are provided, but the example shown is for Linux only. There is a slight Windows bias in that PowerShell (a Windows-centric tool) is given a dedicated section and examples, and the PowerShell examples appear before ARM template examples. The documentation does not provide any Linux-specific shell (bash) or scripting examples, nor does it mention Linux tools or patterns. The CLI examples are cross-platform, but the lack of explicit Linux shell examples and the prominence of PowerShell may be perceived as a Windows bias.
Recommendations
  • Add explicit bash or Linux shell scripting examples for creating and managing scale sets.
  • Clarify that Azure CLI commands work equally well on Linux, macOS, and Windows, and provide example shell invocations for Linux users.
  • Balance the PowerShell section by adding a section for bash scripting or Linux automation tools (e.g., Ansible, Terraform).
  • In ARM template examples, alternate between Linux and Windows examples, or provide both side-by-side.
  • Consider mentioning Linux-specific considerations or best practices where relevant.
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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
2025-09-16 00:00 #113 completed Clean Clean
2025-09-15 00:00 #112 completed Clean Clean
2025-09-14 00:00 #111 completed Clean Clean
2025-09-13 00:00 #110 completed Clean Clean
2025-09-12 00:00 #109 completed Clean Clean
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets