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
Bias Types:
⚠️
windows_tools
⚠️
windows_first
⚠️
missing_linux_example
Summary:
The documentation demonstrates a Windows bias by prioritizing Windows-centric tools (such as Visual Studio Code, Power BI, Visual Studio Tools, and PowerShell) in examples and recommended access methods. Linux-native tools or workflows are not explicitly mentioned or illustrated, and there are no Linux-specific usage examples. The documentation assumes familiarity with Windows environments and omits equivalent Linux instructions or alternatives.
Recommendations:
- Include explicit Linux-native tool examples (e.g., using command-line Beeline, SSH, or Linux-based editors like Vim/Emacs) alongside or before Windows tools.
- Provide Linux-specific instructions for connecting to clusters, managing users, and running jobs (e.g., using Linux shell commands instead of PowerShell or Visual Studio Tools).
- Mention cross-platform alternatives to Windows-only tools (e.g., DBeaver or SquirrelSQL instead of Power BI for ODBC/JDBC connections).
- Clarify that tools like VS Code and IntelliJ are cross-platform, and provide installation and usage notes for Linux users.
- Add sample command-line workflows for Linux (e.g., submitting jobs via curl, using native Hadoop/Spark CLI tools).
Create pull request
Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-16 00:00 | #113 | completed | ✅ Clean |
| 2025-09-15 00:00 | #112 | completed | ✅ Clean |
| 2025-09-14 00:00 | #111 | completed | ✅ Clean |
| 2025-09-13 00:00 | #110 | completed | ✅ Clean |
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-09-11 00:00 | #108 | completed | ✅ Clean |
| 2025-09-10 00:00 | #107 | completed | ✅ Clean |
| 2025-09-09 00:00 | #106 | completed | ✅ Clean |
| 2025-09-08 00:00 | #105 | completed | ✅ Clean |
| 2025-09-07 00:00 | #104 | completed | ✅ Clean |
| 2025-09-06 00:00 | #103 | completed | ✅ Clean |
| 2025-08-17 00:01 | #83 | in_progress | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |