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
powershell_heavy
Summary
The documentation page demonstrates a mild Windows bias. Windows-specific tools (Visual Studio, PowerShell, SSIS) are mentioned explicitly and sometimes before their Linux equivalents. Windows PowerShell is listed as a method for running Hive queries, but there is no equivalent Linux shell example. The use of Visual Studio and SSIS for Hive jobs is highlighted, while Linux-native alternatives (such as command-line scripting or cron scheduling) are not discussed. However, many tools and examples are cross-platform, and Linux is referenced in several places.
Recommendations
  • Add explicit Linux shell (bash) examples for running Hive queries, similar to the PowerShell example.
  • Mention Linux-native scheduling options (e.g., cron, systemd timers) alongside SSIS and Data Factory.
  • Ensure that cross-platform tools (e.g., Beeline, REST API) are presented before or alongside Windows-specific tools.
  • Provide parity in examples and instructions for both Windows and Linux environments, especially for common tasks.
  • Highlight open-source and platform-neutral tools (e.g., Apache Oozie, Beeline) more prominently.
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 Biased Biased
2025-07-12 23:44 #41 cancelled Biased Biased

Flagged Code Snippets