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 demonstrates Windows bias in several ways: Windows-specific tools (Azure PowerShell) are featured prominently and before cross-platform alternatives; PowerShell examples are provided without equivalent Linux shell (bash/CLI) examples; references to Windows-centric workflows (.NET SDK, PowerShell) appear before mentioning REST API or Python SDK; and there is no mention of Azure CLI or bash scripting, which are commonly used on Linux. No Linux-specific instructions or parity examples are present.
Recommendations
  • Add Azure CLI examples for pipeline execution and triggers, as CLI is cross-platform and widely used on Linux.
  • Include bash scripting examples for invoking REST API endpoints, demonstrating how Linux users can automate pipeline runs.
  • Reorder API/SDK sections to present cross-platform options (REST API, Python SDK, Azure CLI) before Windows-centric tools (PowerShell, .NET SDK).
  • Explicitly mention that Azure PowerShell is primarily a Windows tool and suggest Azure CLI or REST API for Linux users.
  • Provide links to Linux setup guides for Azure Data Factory/Synapse automation.
  • Ensure that all code samples (parameter passing, response handling) are shown in both PowerShell and bash/CLI formats.
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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