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
windows_tools
powershell_heavy
Summary
The documentation demonstrates a moderate Windows bias. Windows-based build agents ('windows-latest') are used by default for C# and PowerShell examples, and Windows is often mentioned before Linux. PowerShell is given its own language tab, and Windows-specific deployment types are described as defaults. Linux support is present, especially for Python and JavaScript, but Windows is prioritized in ordering and examples.
Recommendations
  • For C# examples, provide both 'windows-latest' and 'ubuntu-latest' YAML samples, or explain when each is appropriate.
  • When presenting build and deployment YAML, avoid defaulting to Windows unless required by the language or runtime. Instead, present both Windows and Linux options side by side.
  • In language tabs, ensure Linux and macOS development environments are mentioned where relevant (e.g., not just Visual Studio Code on Windows).
  • For PowerShell, clarify whether cross-platform PowerShell Core is supported and provide Linux/macOS build agent examples if possible.
  • In deployment sections, avoid stating 'the default appType is Windows' without equal emphasis on Linux. Instead, explain both options equally and note the implications.
  • Review ordering: mention Linux and Windows together, or alternate which is presented first, to avoid reinforcing Windows as the default.
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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
2026-01-12 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 Biased Biased
2026-01-06 18:15 #225 cancelled 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 Clean Clean
2025-09-07 00:00 #104 completed Clean Clean
2025-09-06 00:00 #103 completed Clean Clean
2025-09-05 00:00 #102 completed Clean Clean
2025-09-04 00:00 #101 completed Clean Clean
2025-09-03 00:00 #100 completed Clean Clean
2025-09-02 00:00 #99 cancelled Biased Biased
2025-09-01 00:00 #98 cancelled Biased Biased
2025-08-31 00:01 #97 cancelled Biased Biased
2025-08-12 00:00 #78 cancelled Biased Biased
2025-07-13 21:37 #48 completed Clean Clean
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased

Flagged Code Snippets