dosubot[bot] commented on issue #8669:
URL: 
https://github.com/apache/incubator-devlake/issues/8669#issuecomment-3696370466

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   Hi @medhatfawzy! I'm [Dosu](https://go.dosu.dev/dosubot) and I’m helping the 
incubator-devlake team.
   
   <!-- Answer -->
   The AzureDevOps_GO plugin currently detects environments and production 
deployments by applying your regex patterns only to pipeline or job names (and 
tags), not to stage display names or nested YAML fields. If your environment 
name appears only in the stage display name or within a complex YAML structure, 
the plugin won't detect it due to this limitation. This is a known gap—there’s 
an open feature request to extend detection to pipeline run names, which could 
help in the future [(see 
#8653)](https://github.com/apache/incubator-devlake/issues/8653).
   
   Right now, the only workaround is to ensure that your environment or 
deployment names are present in the pipeline or job names themselves, so your 
regex can match them. Adjusting your YAML or naming conventions to surface the 
environment name in job or deployment names is the most reliable way to get 
detection working with the current plugin logic.
   
   If you want more robust detection (e.g., parsing stage display names or 
nested YAML), it would require a code change to the plugin to extract 
environment info from those fields. If you’re interested in contributing, 
focusing on expanding the matching logic in the plugin’s build conversion step 
would be the place to start.
   
   
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9.%0A%0ARight%20now%2C%20the%20only%20workaround%20is%20to%20ensure%20that%20your%20environment%20or%20deployment%20names%20are%20present%20in%20the%20pipeline%20or%20job%20names%20themselves%2C%20so%20your%20regex%20can%20match%20them.%20Adjusting%20your%20YAML%20or%20naming%20conventions%20to%20surface%20the%20environment%20name%20in%20job%20or%20deployment%20names%20is%20the%20most%20reliable%20way%20to%20get%20detection%20working%20with%20the%20current%20plugin%20logic.%0A%0AIf%20you%20want%20more%20robust%20detection%20%28e.g.%2C%20parsing%20stage%20display%20names%20or%20nested%20YAML%29%2C%20it%20would%20require%20a%20code%20change%20to%20the%20plugin%20to%20extract%20environment%20info%20from%20those%20fields.%20If%20you%E2%80%99re%20interested%20in%20contributing%2C%20focusing%20on%20expanding%20the%20matching%20logic%20in%20the%20plugin%E2%80%99s%20build%20conversion%20step%20would%20be%20the%20place%20to%20start.)&nbsp;[![Join
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