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
powershell_heavy
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias. PowerShell commands are used exclusively for illustrating Resource Manager operations, with no Azure CLI or Bash examples shown in the main body. The only explicit Linux reference is in the classic deployment section, mentioning SSH traffic for Linux VMs, but no Linux-specific tooling or examples are provided. The migration section lists both PowerShell and CLI migration guides, but PowerShell is listed first and is the only tool shown in the main example. The 'Next steps' section links only to PowerShell deployment instructions.
Recommendations
  • Include Azure CLI and Bash examples alongside PowerShell commands, especially for resource queries and deployments.
  • When listing migration guides, alternate or randomize the order of PowerShell and CLI links, or present them in parallel.
  • Add explicit Linux/macOS instructions or notes where platform-specific differences exist.
  • In 'Next steps', link to both PowerShell and CLI deployment guides.
  • Where diagrams or examples reference Windows VMs, provide equivalent Linux VM references.
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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
2025-08-17 00:01 #83 cancelled Clean Clean
2025-07-13 21:37 #48 completed Clean Clean

Flagged Code Snippets