Document Details
Manage Automation
❌
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
Bias Types:
⚠️
windows_tools
⚠️
windows_first
⚠️
missing_linux_example
Summary:
The documentation page demonstrates a bias toward Windows environments by exclusively mentioning and recommending Windows-centric tools such as Power BI and Excel for cost data analysis, without referencing Linux-friendly alternatives or command-line workflows. There are no examples or guidance for Linux users (e.g., using CLI tools, scripting in Bash, or open-source data analysis tools), and the documentation assumes the use of GUI tools more common on Windows. This may hinder Linux users or those working in cross-platform or headless environments.
Recommendations:
- Include examples for Linux users, such as using curl or wget to interact with the Cost Details API, and parsing CSV data with command-line tools like awk, sed, or Python scripts.
- Mention open-source or cross-platform data analysis tools (e.g., Jupyter Notebooks, pandas, Apache Arrow, or LibreOffice Calc) alongside Power BI and Excel.
- Provide sample automation scripts in Bash or Python, not just API request payloads, to demonstrate end-to-end workflows on Linux.
- Clarify that the APIs and exports can be consumed and processed on any platform, not just with Windows tools.
- If referencing Power BI, note its availability (or lack thereof) on non-Windows platforms and suggest alternatives for Linux users.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-07-12 23:44 | #41 | in_progress | ❌ Biased |
| 2025-07-12 00:58 | #8 | cancelled | ✅ Clean |
| 2025-07-10 05:06 | #7 | processing | ✅ Clean |