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
missing_linux_example
Summary
The documentation page demonstrates a notable Windows bias. It references Windows-specific tools (SQL Server Integration Services, Excel, PowerShell) and patterns before mentioning cross-platform or Linux-native alternatives. Examples and automation recommendations (PowerShell, Excel, SSIS) are Windows-centric, with no equivalent Linux/macOS instructions or examples provided. Linux tools like Sqoop and Oozie are mentioned, but only after Windows options and without parity in example detail.
Recommendations
  • Provide Linux/macOS equivalents for automation (e.g., Bash scripts, cron jobs, Apache Airflow, or Oozie for scheduling Hive queries).
  • Include examples of loading data into non-Windows databases (e.g., PostgreSQL, MySQL) using Sqoop.
  • Offer instructions for querying Hive from Linux/macOS clients (e.g., Beeline, JDBC, Python scripts) instead of only Excel or C#.
  • Present Linux tools and workflows (e.g., shell scripts, Oozie) alongside or before Windows tools to ensure parity.
  • Add explicit Linux/macOS command-line examples for each major step, especially for automation and data loading.
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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
2025-07-12 23:44 #41 cancelled Biased Biased

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