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 provides both Windows and Linux examples for most deployment scenarios, but consistently presents Windows examples before Linux equivalents, especially in code samples and configuration tables. PowerShell is the only scripting language shown for deployment automation, and Windows-specific tools and settings (such as Visual Studio Code extensions and portal workflows) are mentioned before or instead of Linux alternatives. There are no Bash or Linux shell deployment examples, and some references (such as the 'Deploy to Azure' button example) link to Windows-focused templates. The documentation does not mention Linux-native tools (e.g., Bash, shell scripts) for deployment or validation.
Recommendations
  • Present Linux examples before or alongside Windows examples in all code and configuration sections.
  • Include Bash/Azure CLI shell script examples for deployment and validation, not just PowerShell.
  • Reference Linux-native tools (such as Vim, VS Code on Linux, or other editors) for template authoring and validation.
  • Ensure that links to sample templates and quickstarts include Linux-focused scenarios and are not Windows-only.
  • Clarify in deployment instructions that all steps can be performed on Linux, and provide explicit guidance for Linux users.
  • Add notes or sections on differences in deployment experience between Windows and Linux, especially for CI/CD and automation.
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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
2025-09-12 00:00 #109 completed Clean Clean
2025-08-12 00:00 #78 cancelled Biased Biased
2025-08-11 00:00 #77 completed Biased Biased
2025-08-10 00:00 #76 completed Biased Biased
2025-08-09 00:00 #75 completed Biased Biased
2025-08-08 00:00 #74 completed Clean Clean
2025-08-07 00:00 #73 completed Biased Biased
2025-08-06 00:00 #72 completed Biased Biased
2025-07-17 00:00 #53 completed Clean Clean
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