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
windows_tools
Summary
The documentation demonstrates a moderate Windows bias. Windows-based build agents (vmImage: 'windows-latest') are used by default for C# and PowerShell examples, and Windows is the default appType for deployment. PowerShell is included as a first-class language, but Linux shell scripting is only shown for JavaScript and Python. In deployment examples, Windows is presented first, and Linux options are secondary or require explicit configuration. There is little mention of Linux-native tooling or patterns outside of specifying 'ubuntu-latest' for some languages.
Recommendations
  • For C# and PowerShell, provide both Windows and Linux build pipeline examples, or clarify when Linux is supported.
  • Present Linux and Windows deployment examples side-by-side, rather than defaulting to Windows.
  • Highlight Linux-native tools or patterns where appropriate (e.g., bash for PowerShell alternatives, or cross-platform scripting).
  • Clarify the support matrix for each language and platform early in the documentation.
  • Avoid language such as 'default is Windows' without immediately showing the Linux equivalent.
  • For PowerShell, note if cross-platform PowerShell Core is supported and provide Linux agent examples if possible.
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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