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
missing_linux_example
Summary
The documentation page exhibits subtle Windows bias, most notably by linking to a PowerShell-based guide for creating dual stack (IPv4/IPv6) applications with Azure Load Balancer, without mentioning or providing equivalent Linux/CLI/Bash examples. The only explicit example link for a technical task is PowerShell-specific, and there is no indication of Linux or cross-platform command-line alternatives. This prioritization of Windows tooling and omission of Linux examples may hinder discoverability and usability for Linux users.
Recommendations
  • Wherever a PowerShell example or guide is linked, also provide equivalent Azure CLI (az) or Bash examples, or link to cross-platform documentation.
  • Ensure that technical walkthroughs and how-to guides referenced from this page include both Windows (PowerShell) and Linux (CLI/Bash) instructions, or clearly indicate cross-platform compatibility.
  • Audit linked articles (such as 'create a dual stack application') to ensure Linux parity and update this page to reference those alternatives.
  • Consider adding a short note in the 'Recent releases' section clarifying that Azure Load Balancer can be managed from both Windows and Linux environments, with links to relevant documentation for each.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-17 00:00 #53 completed Biased Biased
2025-07-13 21:37 #48 completed Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Clean Clean