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Big data the name implies huge volume of data. Now a days streaming of data is more popular model which enables real time streaming data for data analytics. In current era Apache Kafka is most popular architecture used for processing the stream data. Kafka is scalable, distributed, and reliable result into high throughput. It also provides an API similar to messaging system.
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Hiraman et al. (2018) studied this question.