If you're using the AzureContinuousDeployment template, you can set it to use Release when building.
Edit or create your build definition and go to the Process section. Under 2. Basic
, you'll see Configuration To Build
, where you will be able to select Release and then the platform to target (any CPU will work fine for Azure website).