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Learn why job-level variables in Azure DevOps YAML pipelines may not resolve at runtime and how to fix service connection referencing issues with compile-time expressions. --- This video is based on the question https://stackoverflow.com/q/79394359/ asked by the user 'ingredient_15939' ( https://stackoverflow.com/u/471597/ ) and on the answer https://stackoverflow.com/a/79395094/ provided by the user 'bryanbcook' ( https://stackoverflow.com/u/30809/ ) at 'Stack Overflow' website. Thanks to these great users and Stackexchange community for their contributions. Visit these links for original content and any more details, such as alternate solutions, latest updates/developments on topic, comments, revision history etc. For example, the original title of the Question was: Pipeline YAML template defines variables at the job level, but they are not being resolved into their values Also, Content (except music) licensed under CC BY-SA https://meta.stackexchange.com/help/l... The original Question post is licensed under the 'CC BY-SA 4.0' ( https://creativecommons.org/licenses/... ) license, and the original Answer post is licensed under the 'CC BY-SA 4.0' ( https://creativecommons.org/licenses/... ) license. If anything seems off to you, please feel free to drop me a comment under this video. --- Understanding Variable Resolution in Azure DevOps Pipelines When defining variables at the job level in Azure DevOps YAML pipelines, you might encounter an error where variables like $(azureSubscription) are not resolved correctly. Instead of substituting the variable value, the pipeline treats it as a literal string. For example, you see an error like: The pipeline is not valid. [...] references service connection $(azureSubscription) which could not be found. This typically happens when referencing service connections in deployment tasks. Why Does This Happen? Runtime vs Compile-time Evaluation: The syntax $(variableName) resolves at runtime, but service connections and other GPU access tokens require resolution at compile-time to validate permissions, authorizations, and checks properly. Service Connection Dependency: Azure DevOps needs to know the exact service connection at the time it compiles the pipeline, not after starting it. How to Fix It Switch your variable reference to use the compile-time expression syntax ${{ }} which evaluates variables before the pipeline runs. This instructs Azure DevOps to substitute the variable value during the pipeline compilation phase. Original snippet (problematic): [[See Video to Reveal this Text or Code Snippet]] Updated snippet (fixed): [[See Video to Reveal this Text or Code Snippet]] Key Takeaways Use $(variable) for runtime variable references where allowed. Use ${{ variables.variableName }} for compile-time variable references, especially for service connections and resource identifiers. Defining variables at job or stage level is fine, but referencing them properly based on when they need to be resolved is crucial. By making this small adjustment, your pipeline will correctly recognize the azureSubscription service connection and avoid validation errors.