Document Details
Batch Automatic Scaling
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
windows_tools
powershell_heavy
missing_linux_example
Summary
The documentation demonstrates a Windows bias in several areas: .NET/C# examples are presented first and most frequently, often referencing Windows-specific VM images and node agent SKUs. Windows tooling (e.g., PowerShell cmdlets) is mentioned before cross-platform alternatives. There is a lack of Linux/macOS-specific examples, especially for command-line or scripting scenarios, and no Bash or Linux shell examples are provided. Python examples do use Ubuntu images, but overall, Windows-centric patterns dominate.
Recommendations
- Add Linux/macOS-specific examples, such as Bash or shell commands for pool creation and autoscale configuration.
- Present cross-platform tools (e.g., Azure CLI) before or alongside Windows-specific tools like PowerShell.
- Balance .NET/C# examples with equivalent Python, Java, or REST API examples, and ensure Linux VM images are used in at least half of the code samples.
- Explicitly mention Linux/macOS compatibility in tool and API sections.
- Include troubleshooting or tips sections relevant to Linux/macOS users.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
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| 2026-01-13 00:00 | #246 | completed |
Biased
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| 2026-01-12 00:00 | #243 | cancelled |
Biased
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| 2026-01-11 00:00 | #240 | completed |
Biased
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| 2026-01-10 00:00 | #237 | completed |
Biased
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| 2026-01-09 00:34 | #234 | completed |
Biased
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| 2026-01-08 00:53 | #231 | completed |
Biased
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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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| 2025-07-09 13:09 | #3 | cancelled |
Clean
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| 2025-07-08 04:23 | #2 | cancelled |
Biased
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