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_tools
windows_first
Summary
The documentation page for Azure Data Factory demonstrates mild Windows bias. PowerShell is mentioned as a primary monitoring and management tool, and is listed before other automation interfaces (API, Azure Monitor logs, portal). The related content section features a PowerShell quickstart link before .NET, Python, and REST, suggesting a Windows-first approach. There is no explicit mention of Linux-specific tools, shell scripting, or cross-platform command-line usage. The documentation assumes familiarity with Windows-centric tools and patterns, potentially making it less approachable for Linux users.
Recommendations
  • Add explicit examples and references for Linux users, such as Bash scripting and CLI usage for Data Factory management.
  • Ensure parity in quickstart and tutorial links by including Linux shell and Azure CLI guides alongside PowerShell.
  • When listing automation or monitoring options, avoid putting PowerShell first; instead, present options in a neutral or alphabetical order.
  • Mention cross-platform compatibility for tools and clarify which are available on Linux, macOS, and Windows.
  • Include references to Linux-native tools and workflows where applicable, such as integration with cron jobs, shell scripts, or Linux-based CI/CD pipelines.
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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 Biased Biased
2025-07-09 13:09 #3 cancelled Clean Clean
2025-07-08 04:23 #2 cancelled Biased Biased