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 in several ways: Windows-centric tools and patterns (Azure PowerShell, .NET SDK, Microsoft Power BI) are mentioned first or exclusively when describing cluster creation and BI integration. There is no mention of Linux-native tools or command-line examples (e.g., Bash, SSH, Azure CLI for Linux) for cluster management. The documentation focuses on Microsoft ecosystem tools, omitting Linux equivalents or open-source alternatives, and does not provide Linux-specific usage scenarios or examples.
Recommendations
- Include Azure CLI (cross-platform) examples for cluster creation and management alongside or before Azure PowerShell and .NET SDK.
- Provide explicit Bash or SSH command examples for interacting with HDInsight clusters from Linux environments.
- Mention and demonstrate integration with Linux-friendly BI tools (e.g., Apache Superset, Grafana) in addition to Power BI.
- Add guidance for accessing Jupyter and Zeppelin notebooks from Linux desktops, including browser and authentication tips.
- Highlight open-source alternatives to Microsoft tools where appropriate, and clarify platform compatibility for all SDKs and plugins.
- Ensure that all tutorials and quickstarts provide both Windows and Linux command-line instructions.
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
|