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
missing_linux_example
Summary
The documentation page demonstrates a Windows bias primarily through its use of PowerShell-based walkthroughs and examples. All referenced quickstarts and tutorials for creating and transforming pipelines point to PowerShell instructions, with no mention of Linux shell, CLI, or cross-platform alternatives. There are no Linux-specific examples, nor is there any indication of parity or alternative instructions for non-Windows environments. The documentation also references SQL Server and Azure SQL as primary data sources, which are more commonly associated with Windows environments, and does not mention open-source or Linux-native databases as examples.
Recommendations
  • Provide equivalent walkthroughs and tutorials using Azure CLI, Bash, or other cross-platform tools alongside PowerShell examples.
  • Explicitly mention Linux and macOS support in relevant sections, including any platform-specific requirements or differences.
  • Include examples that use open-source or Linux-native data sources (e.g., PostgreSQL, MySQL) in addition to SQL Server/Azure SQL.
  • Add links to documentation or quickstarts for pipeline creation and management using non-Windows environments.
  • Ensure that references to tools and commands do not assume a Windows environment by default.
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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