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 exhibits Windows bias by consistently mentioning Windows-centric tools and workflows (such as Azure PowerShell, .NET SDK, and Power BI) before or instead of Linux equivalents. Examples and instructions reference Azure PowerShell and the Azure portal for cluster creation, with no mention of Linux CLI tools (e.g., Azure CLI/bash). The integration with BI tools is focused on Power BI, a Microsoft/Windows product, with only brief mention of Tableau as an alternative. There are no explicit Linux or bash command examples, nor references to Linux-native tools or workflows for cluster management or data analysis.
Recommendations
- Add explicit examples using Azure CLI (cross-platform, commonly used on Linux) for cluster creation and management alongside PowerShell and portal instructions.
- Include references to Linux-native tools and workflows for interacting with Spark clusters, such as SSH, bash scripting, or Hadoop command-line utilities.
- Provide parity in BI tool integration examples, such as walkthroughs for connecting to Spark clusters from Tableau, Qlik, or open-source alternatives, not just Power BI.
- Mention and demonstrate how to use Jupyter and Zeppelin notebooks from Linux environments, including setup instructions for non-Windows users.
- Balance the order of tool mentions so that cross-platform or Linux-friendly options are listed alongside or before Windows-specific tools.
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
|