Document Details
Functions How To Azure Devops
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
powershell_heavy
windows_tools
missing_linux_example
Summary
The documentation page exhibits several signs of Windows bias. Windows-based examples and agent images ('windows-latest') are presented first or exclusively for .NET (C#) and PowerShell, while Linux alternatives are either secondary or only mentioned for specific languages (e.g., Python, Java, JavaScript). PowerShell is included as a primary language tab, but there is no equivalent for Bash or other Linux-native scripting languages. The default deployment type is Windows, and Linux deployment requires explicit configuration. Some features (like deployment slots) are described with Windows examples first, and Linux limitations are highlighted. There is a lack of parity in scripting examples, and Linux-specific build/deploy patterns are not as thoroughly covered.
Recommendations
- Provide Linux-based build and deployment examples for all supported languages, including .NET (C#) and PowerShell, not just Python, Java, and JavaScript.
- Include Bash or other Linux-native scripting tabs alongside PowerShell to balance scripting language coverage.
- Present Linux and Windows examples side-by-side or in parallel, rather than defaulting to Windows-first ordering.
- Clarify feature parity and limitations for both Windows and Linux up front, and offer workarounds or alternatives where Linux support lags.
- Ensure that all agent image choices ('windows-latest', 'ubuntu-latest') are explained and justified for each language, and encourage Linux usage where appropriate.
- Highlight Linux deployment as a first-class option, not as a secondary or advanced configuration.
Create Pull Request
Scan History
| Date | Scan | Status | Result |
|---|---|---|---|
| 2026-01-14 00:00 | #250 | in_progress |
Biased
|
| 2026-01-13 00:00 | #246 | completed |
Biased
|
| 2026-01-12 00:00 | #243 | cancelled |
Biased
|
| 2026-01-11 00:00 | #240 | completed |
Biased
|
| 2026-01-10 00:00 | #237 | completed |
Biased
|
| 2026-01-09 00:34 | #234 | completed |
Biased
|
| 2026-01-08 00:53 | #231 | completed |
Biased
|
| 2026-01-06 18:15 | #225 | cancelled |
 Clean
|
| 2025-09-11 00:00 | #108 | completed |
Clean
|
| 2025-09-10 00:00 | #107 | completed |
Clean
|
| 2025-09-09 00:00 | #106 | completed |
Clean
|
| 2025-09-08 00:00 | #105 | completed |
Clean
|
| 2025-09-07 00:00 | #104 | completed |
Clean
|
| 2025-09-06 00:00 | #103 | completed |
Clean
|
| 2025-09-05 00:00 | #102 | completed |
Clean
|
| 2025-09-04 00:00 | #101 | completed |
Clean
|
| 2025-09-03 00:00 | #100 | completed |
Clean
|
| 2025-09-02 00:00 | #99 | cancelled |
Biased
|
| 2025-09-01 00:00 | #98 | cancelled |
Biased
|
| 2025-08-31 00:01 | #97 | cancelled |
Biased
|
| 2025-08-12 00:00 | #78 | cancelled |
Biased
|
| 2025-07-13 21:37 | #48 | completed |
Clean
|
| 2025-07-09 13:09 | #3 | cancelled |
Clean
|
| 2025-07-08 04:23 | #2 | cancelled |
Biased
|