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_tools
windows_first
missing_linux_example
Summary
The documentation page demonstrates a moderate Windows bias by prioritizing Windows-centric tools (Power BI, Visual Studio, Excel with Hive ODBC) in its examples and guidance. Linux-native tools (Beeline, Ambari Hive View) are mentioned, but Windows tools are listed first and described in greater detail. There are no explicit Linux/macOS-specific examples or instructions, and the use of Microsoft Hive ODBC and Visual Studio may exclude Linux/macOS users from some workflows.
Recommendations
  • Include explicit examples for Linux/macOS users, such as using Beeline from a Linux terminal.
  • Provide parity in tool recommendations, e.g., mention alternatives to Power BI and Visual Studio for non-Windows platforms (such as Apache Zeppelin, Jupyter Notebooks, or DBeaver).
  • Reorder the examples so that cross-platform or Linux-native tools (Beeline, Ambari Hive View, Zeppelin) are listed before Windows-only tools.
  • Clarify which tools are cross-platform and which are Windows-only, so users can quickly identify relevant options.
  • Add instructions for connecting via JDBC/ODBC from Linux/macOS clients.
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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
2025-07-12 23:44 #41 cancelled Biased Biased