Document Details
Apache Hadoop Using Apache Hive As An Etl Tool
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
powershell_heavy
Summary
The documentation page demonstrates a Windows bias by primarily referencing Windows-centric tools and workflows. Examples include recommending SQL Server Integration Services (SSIS), Excel, and PowerShell for automation, with no equivalent Linux alternatives or examples provided. Windows tools are mentioned first and more frequently, while Linux-native ETL tools and orchestration methods (other than a brief mention of Oozie) are omitted or relegated to secondary status.
Recommendations
- Provide Linux-based ETL tool examples, such as using Apache NiFi, Airflow, or shell scripting for orchestration.
- Include Linux command-line examples for Hive queries and automation, such as using Bash scripts or cron jobs.
- Mention and demonstrate Linux-compatible data loading tools (e.g., csvkit, sqoop CLI usage on Linux, or Python scripts).
- Balance references to Excel and SSIS with Linux-friendly alternatives like LibreOffice Calc, pandas, or direct database imports.
- Show how to automate Hive queries using Linux scheduling tools (cron, systemd timers) instead of or alongside PowerShell.
- Ensure that workflow orchestration examples include both Oozie and Linux-native options, not just external Windows scripts.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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| 2026-01-06 18:15 | #225 | cancelled |
 Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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