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 Windows bias by prioritizing Microsoft-centric tools (Power BI, Visual Studio, Visual Studio Code, Hive ODBC/Excel) in its examples and tool recommendations. Linux-native tools and workflows (such as command-line Beeline, Ambari Hive View, Zeppelin) are mentioned after Windows tools or with less detail. There are no explicit Linux command-line examples or references to Linux-specific patterns for accessing Hive LLAP, and the documentation omits guidance for Linux users on connecting via CLI or scripting.
Recommendations
  • Provide explicit Linux command-line examples for connecting to Hive LLAP using Beeline, including sample commands and authentication methods.
  • Include instructions for using Linux-native BI tools (e.g., Apache Zeppelin, DBeaver, SquirrelSQL) to connect to Interactive Query clusters.
  • Balance the order of tool presentation so that Linux and cross-platform options (Ambari Hive View, Beeline, Zeppelin) are listed before or alongside Windows-specific tools.
  • Add a section or table clarifying which tools are cross-platform and which are Windows-only, helping users choose appropriate options for their OS.
  • Offer guidance for scripting and automation from Linux environments, such as using Bash scripts with Beeline or JDBC clients.
GitHub Create Pull Request

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