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
missing_linux_example
windows_tools
powershell_heavy
Summary
The documentation demonstrates a Windows-first bias, especially in deployment examples and troubleshooting. Web Deploy (a Windows-specific tool) is featured prominently, and the only explicit agent pool example for Web Deploy uses 'windows-latest'. There are no equivalent Linux-based deployment examples for Web Deploy, and troubleshooting assumes a Windows environment. While some YAML examples use 'ubuntu-latest', advanced deployment scenarios and error messages focus on Windows agents and tools. There is a lack of parity in Linux-specific guidance, especially for .NET and Web Deploy scenarios.
Recommendations
  • Provide equivalent Linux-based deployment examples where possible, especially for .NET apps.
  • Clearly indicate when a feature or tool (such as Web Deploy) is Windows-only, and suggest Linux alternatives (e.g., ZIP deploy, FTP, or Azure CLI).
  • Add troubleshooting sections for Linux agents, including common issues and solutions.
  • Ensure that all code snippets and agent pool examples are balanced between 'windows-latest' and 'ubuntu-latest', or clarify OS requirements.
  • Where Windows tools or patterns are mentioned, provide Linux equivalents or note their absence.
  • Expand FAQs to address Linux agent scenarios and limitations.
GitHub Create Pull Request

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
2026-01-12 00:00 #243 cancelled 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 Clean Clean
2026-01-08 00:00 #228 cancelled Clean Clean
2026-01-06 18:15 #225 cancelled Clean Clean
2025-09-16 00:00 #113 completed Biased Biased
2025-09-15 00:00 #112 completed Biased Biased
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
2025-09-11 00:00 #108 completed Clean Clean
2025-09-10 00:00 #107 completed Clean Clean
2025-09-09 00:00 #106 completed Clean Clean
2025-09-08 00:00 #105 completed Biased Biased
2025-09-07 00:00 #104 completed Biased Biased
2025-09-06 00:00 #103 completed Biased Biased
2025-09-05 00:00 #102 completed Biased Biased
2025-09-04 00:00 #101 completed Biased Biased
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-08-15 00:01 #81 cancelled Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-13 21:25 #47 cancelled Clean Clean
2025-07-13 20:48 #44 cancelled Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets