This reference architecture shows how to perform batch scoring with R models using Azure Batch. Azure Batch works well with intrinsically parallel workloads and includes job scheduling and compute management. Batch inference (scoring) is widely used to segment customers, forecast sales, predict customer behaviors, predict maintenance, or improve cyber security.
http://httpslearnmicrosoftcomen-usazurearchitectureai-mlarchitecturebatch-scoring-r-models