Document Details
Apache Spark Overview
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_first
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page demonstrates a Windows bias by consistently mentioning Windows-centric tools and workflows (such as Azure PowerShell and .NET SDK) before or instead of Linux alternatives. There are no explicit Linux command-line examples or references to Bash/CLI workflows, and the only BI tool highlighted in detail is Microsoft Power BI. The documentation does not provide parity for Linux users in terms of setup, management, or integration examples.
Recommendations
- Include Linux/Bash command-line examples alongside or before PowerShell/.NET SDK instructions for cluster creation and management.
- Mention and provide examples for using the Azure CLI (az hdinsight ...) for cluster operations, which is cross-platform.
- Highlight BI tools that are popular on Linux (such as Tableau, Apache Superset, or open-source alternatives) with equal prominence as Power BI.
- Add explicit references to Linux-compatible workflows and tools in all relevant sections.
- Ensure that all code snippets and tutorials are available in both Windows (PowerShell/.NET) and Linux (Bash/CLI/Python) formats.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
 Clean
|
| 2026-01-13 00:00 | #246 | completed |
Clean
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
Clean
|
| 2025-08-17 00:01 | #83 | cancelled |
Clean
|
| 2025-07-13 21:37 | #48 | completed |
Clean
|
| 2025-07-12 23:44 | #41 | cancelled |
Biased
|