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
windows_tools
Summary
The documentation page demonstrates a Windows bias in its examples and tooling references. In the 'Manual execution with other APIs/SDKs' section, Azure PowerShell is prominently featured with a full command-line example, while there are no equivalent CLI/bash/Linux-native examples. The PowerShell example uses Windows-style paths and conventions, and the documentation does not mention or provide examples for the Azure CLI (az), which is cross-platform and commonly used on Linux/macOS. The ordering of examples also places PowerShell before Python and REST, reinforcing a Windows-first perspective.
Recommendations
  • Add Azure CLI (az) examples for running pipelines, using bash syntax and Linux-style paths where appropriate.
  • Include explicit bash or shell script examples for REST API usage (e.g., using curl), not just the HTTP request.
  • Reorder the 'Manual execution with other APIs/SDKs' section to present cross-platform or Linux-friendly tools (Azure CLI, Python SDK, REST API with curl) before or alongside PowerShell.
  • Clarify that Azure PowerShell is available cross-platform, but also provide Linux-native command-line alternatives.
  • Where file paths are referenced, use both Windows and Linux path formats, or avoid OS-specific paths.
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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
2026-01-11 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