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 a Windows bias primarily by referencing Windows-centric tools (Azure PowerShell, .NET SDK, Power BI) before or instead of Linux alternatives. Examples and instructions for cluster creation mention Azure PowerShell and the Azure portal, with no mention of Linux command-line tools (e.g., Azure CLI, Bash scripts) or Linux desktop BI tools. The integration section highlights Microsoft IDEs (VS Code, IntelliJ with Azure Toolkit, Eclipse with Azure Toolkit) but does not mention Linux-native workflows or tools. There are no explicit Linux shell examples or references to Linux-specific patterns for cluster management or data access.
Recommendations
- Add Linux-focused examples for cluster creation and management, such as using Azure CLI or Bash scripts.
- Include references and examples for Linux desktop BI tools (e.g., Tableau on Linux, or open-source alternatives) alongside Power BI.
- Mention and provide examples for using HDInsight Spark clusters from Linux environments, including SSH access, Linux-based notebooks, and Linux-native IDEs.
- Ensure that instructions for SDKs and APIs include both Windows and Linux installation and usage steps.
- Balance the order of tool mentions so that Linux and cross-platform options are presented 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
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| 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
|