Document Details
Apache Domain Joined Manage
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 demonstrates a bias toward Windows environments by prioritizing Windows-centric tools (Visual Studio Code, Visual Studio Tools, Power BI, Excel), referencing Active Directory and AAD-DS without mentioning Linux equivalents, and omitting Linux-specific instructions or examples (e.g., no Linux command-line or open-source alternatives for cluster management). There are no explicit Linux or cross-platform examples for connecting, managing, or automating tasks, and the workflow assumes familiarity with Windows-based enterprise tooling.
Recommendations
- Provide explicit Linux command-line examples for connecting to clusters (e.g., using Beeline, SSH, or curl for REST APIs).
- Include references to open-source, cross-platform tools (e.g., DBeaver, Apache Zeppelin, Jupyter alternatives) alongside Visual Studio Tools and Power BI.
- Clarify which steps and tools are cross-platform, and offer parity in instructions for Linux/macOS users (e.g., how to install and use Beeline or Ambari on Linux).
- Mention how Linux users can interact with Active Directory (e.g., via Kerberos, SSSD, or Samba) and manage authentication.
- Balance the order of tool mentions (e.g., list cross-platform or Linux-native tools before or alongside Windows tools).
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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| 2025-09-16 00:00 | #113 | completed |
Clean
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| 2025-09-15 00:00 | #112 | completed |
Clean
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| 2025-09-14 00:00 | #111 | completed |
Clean
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| 2025-09-13 00:00 | #110 | completed |
Clean
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| 2025-09-12 00:00 | #109 | completed |
Clean
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| 2025-09-11 00:00 | #108 | completed |
Clean
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| 2025-09-10 00:00 | #107 | completed |
Clean
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| 2025-09-09 00:00 | #106 | completed |
Clean
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| 2025-09-08 00:00 | #105 | completed |
Clean
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| 2025-09-07 00:00 | #104 | completed |
Clean
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| 2025-09-06 00:00 | #103 | completed |
Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Clean
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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