Document Details
Manage Runtime Environment
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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:
⚠️
powershell_heavy
⚠️
windows_tools
⚠️
windows_first
⚠️
missing_linux_example
Summary:
The documentation demonstrates a strong bias toward Windows and PowerShell environments. PowerShell is consistently presented as the primary or default scripting language, with detailed examples and screenshots focused on PowerShell modules and workflows. Windows-specific tools (such as PowerShell Gallery and .zip module packaging) are emphasized, and Linux/Python guidance is minimal, often relegated to brief notes. There are no concrete Linux shell or Python package management examples, and REST API samples are PowerShell-centric. This creates a perception that Windows/PowerShell is the preferred or only fully supported environment.
Recommendations:
- Provide equivalent, detailed examples for Python runbooks, including REST API payloads and portal workflows.
- Include Linux-specific guidance, such as using .whl files for Python, and clarify how to upload and manage Python packages (with examples).
- Balance screenshots and walkthroughs to show both PowerShell and Python scenarios.
- Mention Linux/Python options alongside or before Windows/PowerShell options where applicable, rather than as afterthoughts or notes.
- Add troubleshooting and best practices sections for Python/Linux runbooks, similar to those for PowerShell.
- Reference both PowerShell Gallery and Python Package Index (PyPI) for package sources.
- Clarify any differences in supported features or limitations between PowerShell and Python environments.
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Scan History
| Date | Scan ID | Status | Bias Status |
|---|---|---|---|
| 2025-09-12 00:00 | #109 | completed | ✅ Clean |
| 2025-08-12 00:00 | #78 | in_progress | ❌ Biased |
| 2025-08-11 00:00 | #77 | completed | ❌ Biased |
| 2025-08-10 00:00 | #76 | completed | ❌ Biased |
| 2025-08-09 00:00 | #75 | completed | ❌ Biased |
| 2025-08-08 00:00 | #74 | completed | ❌ Biased |
| 2025-08-07 00:00 | #73 | completed | ❌ Biased |
| 2025-08-06 00:00 | #72 | completed | ❌ Biased |
| 2025-08-05 00:00 | #71 | completed | ❌ Biased |
| 2025-08-04 00:00 | #70 | in_progress | ❌ Biased |
| 2025-08-03 00:00 | #69 | completed | ❌ Biased |
| 2025-08-02 00:00 | #68 | in_progress | ❌ Biased |
| 2025-08-01 00:00 | #67 | completed | ❌ Biased |
| 2025-07-31 00:00 | #66 | completed | ✅ Clean |
| 2025-07-30 00:00 | #65 | completed | ✅ Clean |
| 2025-07-29 00:01 | #64 | completed | ✅ Clean |
| 2025-07-28 00:00 | #63 | completed | ✅ Clean |
| 2025-07-27 00:00 | #62 | completed | ✅ Clean |
| 2025-07-26 00:01 | #61 | completed | ✅ Clean |
| 2025-07-25 00:00 | #60 | completed | ✅ Clean |
| 2025-07-24 00:00 | #59 | completed | ✅ Clean |
| 2025-07-23 00:00 | #58 | completed | ✅ Clean |
| 2025-07-13 21:37 | #48 | completed | ✅ Clean |
| 2025-07-09 13:09 | #3 | cancelled | ✅ Clean |
| 2025-07-08 04:23 | #2 | cancelled | ❌ Biased |