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Healthcare data comes in many shapes and sizes making ingestion difficult for a variety of batch and near real time use cases. By Cerner evolving its architecture to adopt Apache Kafka, Cerner was able to build a modular architecture for current and future use cases. Reviewing the evolution of Cerner’s uses, developers can help to avoid mistakes and set themselves up for success.