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

Bias Types:
⚠️ windows_tools
⚠️ missing_linux_example
⚠️ windows_first
Summary:
The documentation page for Azure HDInsight shows a bias toward Windows by emphasizing Windows-only BI tools (Power Query, Microsoft Hive ODBC Driver, Excel integration) and not providing Linux or cross-platform alternatives. Several BI integration examples explicitly require Windows, and there is no mention of Linux-compatible tools or workflows for these scenarios. The development tools section lists both cross-platform and Windows-only IDEs, but the BI tooling is Windows-centric. There are no PowerShell examples or explicit command-line instructions, but the lack of Linux parity in BI tooling and examples is notable.
Recommendations:
  • Include examples and documentation for Linux-compatible BI tools (e.g., Tableau, Apache Superset, Qlik, or open-source ODBC/JDBC drivers) for connecting to HDInsight.
  • Explicitly mention and provide instructions for using cross-platform tools (such as VS Code, IntelliJ, Eclipse) for all relevant workflows, not just development.
  • Where Excel or Power Query is mentioned as Windows-only, suggest alternative workflows for Linux users (e.g., using Python libraries like pandas, or open-source spreadsheet tools).
  • Add a section or callout highlighting cross-platform and Linux-friendly options for data visualization and BI integration.
  • Ensure that all 'Get Started' and 'Next Steps' links and examples are not limited to Windows environments, or provide Linux equivalents where necessary.
GitHub Create pull request

Scan History

Date Scan ID Status Bias Status
2025-08-17 00:01 #83 in_progress ✅ Clean
2025-07-13 21:37 #48 completed ❌ Biased
2025-07-12 23:44 #41 in_progress ❌ Biased
2025-07-09 13:09 #3 cancelled ✅ Clean
2025-07-08 04:23 #2 cancelled ❌ Biased