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
missing_linux_example
Summary
The documentation provides both Azure CLI and PowerShell examples for most networking tasks with Azure Virtual Machine Scale Sets, but PowerShell (Windows-centric) examples are often presented before CLI (cross-platform) ones. In some sections, PowerShell is the only example given for querying resources, or CLI examples are less detailed. There are no Linux/macOS-specific shell examples (e.g., Bash scripts), and some verification steps use PowerShell exclusively. However, the majority of configuration is done via Azure CLI, ARM templates, or REST API, which are cross-platform.
Recommendations
  • Present Azure CLI (cross-platform) examples before PowerShell examples to reduce Windows-first perception.
  • Ensure every PowerShell example has an equivalent Azure CLI example, especially for verification and querying tasks.
  • Where possible, include Bash script snippets for Linux/macOS users, especially for tasks that might involve scripting.
  • Clarify that Azure CLI works on Windows, Linux, and macOS, and encourage its use for cross-platform scenarios.
  • Review sections where only PowerShell is used for querying or updating resources and add CLI equivalents.
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Scan History

Date Scan Status Result
2026-02-19 00:00 #400 in_progress Biased Biased
2026-02-18 00:00 #396 in_progress Biased Biased
2026-02-17 00:00 #392 in_progress Biased Biased
2026-02-16 00:00 #388 in_progress Biased Biased
2026-02-15 00:00 #384 in_progress Biased Biased
2026-02-14 00:00 #380 in_progress Biased Biased
2026-02-13 00:00 #376 in_progress Biased Biased
2026-02-12 00:00 #372 in_progress Biased Biased
2026-02-11 00:00 #368 in_progress Clean Clean
2026-02-10 00:00 #364 completed Biased Biased
2026-02-09 00:00 #360 completed Biased Biased
2026-02-08 00:00 #356 completed Biased Biased
2026-02-05 00:00 #344 completed Biased Biased
2026-02-04 00:00 #340 completed Biased Biased
2026-02-03 00:00 #336 completed Biased Biased
2026-02-02 00:00 #332 completed Biased Biased
2026-02-01 00:00 #328 completed Biased Biased
2026-01-31 00:00 #324 completed Biased Biased
2026-01-30 00:00 #320 completed Biased Biased
2026-01-27 00:00 #308 completed Biased Biased
2026-01-07 06:10 #227 cancelled Clean Clean

Flagged Code Snippets