Document Details
Apache Spark Custom Library Website Log Analysis
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_tools
windows_first
missing_linux_example
Summary
The documentation demonstrates log analysis using a custom Python library for IIS (Internet Information Services) logs, which are specific to Windows web servers. The sample data, parser, and log schema are all based on IIS, with no mention of Linux-based web server logs (such as Apache or Nginx) or their parsing. The only log format and parser discussed are Windows-centric, and there are no examples or guidance for Linux log formats. Additionally, the documentation references BI tools like Power BI (a Microsoft product) before others, reinforcing a Windows-first perspective.
Recommendations
- Include examples and sample data for common Linux web server logs (e.g., Apache access.log, Nginx access.log).
- Provide or reference a Python log parser for Apache/Nginx logs and demonstrate its use in Spark, similar to the IIS example.
- Explicitly mention that the approach can be adapted for non-IIS logs and provide guidance or links for Linux users.
- Balance the mention of BI tools by listing cross-platform or Linux-friendly options (e.g., Grafana, Kibana) alongside Power BI and Tableau.
- Clarify in the prerequisites or introduction that the example is IIS-specific, and suggest alternatives for Linux-based environments.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
 Clean
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| 2026-01-13 00:00 | #246 | completed |
Clean
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| 2026-01-11 00:00 | #240 | completed |
Clean
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| 2026-01-10 00:00 | #237 | completed |
Clean
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| 2026-01-09 00:34 | #234 | completed |
Clean
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| 2026-01-08 00:53 | #231 | completed |
Clean
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| 2026-01-06 18:15 | #225 | cancelled |
Clean
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| 2025-08-17 00:01 | #83 | cancelled |
Clean
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| 2025-07-13 21:37 | #48 | completed |
Biased
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| 2025-07-12 23:44 | #41 | cancelled |
Biased
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