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
windows_tools
Summary
The documentation page demonstrates a moderate Windows bias. In the 'Manual execution with other APIs/SDKs' section, Azure PowerShell is given a dedicated example and is listed before Python and REST API methods. The PowerShell example uses Windows-specific syntax and tools, with no mention of Linux alternatives (such as Azure CLI or Bash scripting). The .NET SDK is also highlighted, which is more commonly used on Windows. There are no explicit Linux/macOS examples or parity notes, and Windows tools (PowerShell) are presented before cross-platform options.
Recommendations
  • Add Azure CLI examples for pipeline execution, which are cross-platform and widely used on Linux/macOS.
  • Include Bash or shell script examples for REST API calls, demonstrating usage on Linux/macOS.
  • Explicitly state that PowerShell Core is available on Linux/macOS, or clarify platform compatibility.
  • Reorder examples to present cross-platform methods (REST API, Python SDK, Azure CLI) before Windows-specific tools.
  • Add notes or links for Linux/macOS users on how to install and use Azure CLI and PowerShell Core.
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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