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
missing_linux_example
Summary
The documentation page, while nominally covering both Windows and Linux, demonstrates a Windows bias in several ways: Windows examples, tools, and patterns are consistently presented first; PowerShell is the primary automation language throughout, even for Linux scenarios; Bicep and ARM template examples are exclusively for Windows VMs; permissions and troubleshooting sections focus on Windows-specific paths and registry keys; and there is a lack of parity in Linux-specific automation and deployment examples (e.g., no Linux VM creation or extension install examples via Bicep/ARM).
Recommendations
  • Present Windows and Linux instructions/examples in parallel, or alternate which platform is shown first.
  • Provide Linux-specific examples for Bicep, ARM templates, and REST API, including creation and extension installation for Linux VMs.
  • Include Bash and/or Python automation examples for Linux scenarios, not just PowerShell.
  • Expand permissions and troubleshooting sections to cover Linux file paths, permissions, and common issues.
  • Reference Linux tools and patterns (e.g., systemd, shell scripts) where appropriate, alongside Windows equivalents.
  • Ensure all CLI and API examples explicitly show both Windows and Linux extension types and settings.
  • Clarify any platform-specific limitations or differences in all relevant sections.
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 Biased Biased
2026-01-06 18:15 #225 cancelled Clean Clean
2025-08-17 00:01 #83 cancelled 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