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 page demonstrates a strong bias toward Windows and PowerShell environments. PowerShell is consistently presented as the primary or default scripting language, with detailed examples and references to PowerShell modules, cmdlets, and packaging formats. Windows-centric tools and patterns (such as PowerShell Gallery, .zip modules, and Get-Module cmdlet) are emphasized, while Linux/Python equivalents are only briefly mentioned or lack practical examples. REST API examples and screenshots also focus on PowerShell scenarios, and there is little to no guidance for Linux-native workflows or tools.
Recommendations:
- Provide parallel, detailed examples for Python runbooks, including REST API payloads, portal workflows, and package management steps.
- Include Linux-native packaging and module management guidance (e.g., using .whl, pip, or requirements.txt for Python) with concrete examples.
- Highlight the use of Azure CLI and bash scripting in automation scenarios, not just as a note but with step-by-step instructions.
- Balance screenshots and walkthroughs to show both PowerShell and Python/Linux scenarios.
- Reference Linux documentation and best practices where relevant, such as running Python runbooks on Linux-based runtime environments.
- Avoid presenting PowerShell/Windows tools and patterns first or exclusively; ensure equal prominence for Linux/Python approaches.
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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 |