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Samza offers built-in integrations with Apache Kafka, AWS Kinesis, Azure Event Hubs (Azure-native Kafka as a service), Elasticsearch, and Apache Hadoop. All three carry out primarily the same service. The identical API can process each batch and streaming information. Samza can be used as a lightweight shopper library embedded in Java/Scala functions. Apache Kafka is an open source, Java/Scala, distributed event streaming platform for high-efficiency knowledge pipelines, streaming analytics, information integration, and mission-essential purposes. On Microsoft Azure, Apache Kafka on HDInsight and Confluent Cloud coexist with Azure Event Hubs and Azure Stream Analytics. Fault-tolerance: Transparently migrates duties along with their associated state in the event of failures. Massive scale: Battle-examined on purposes that use a number of terabytes of state and run on 1000’s of cores. Samza as a managed service: Run stream processing as a managed service by integrating with standard cluster managers including Apache YARN. Servers: Kafka is run as a cluster of one or more servers that may span multiple knowledge centers or cloud regions. The Producer API to publish (write) a stream of events to a number of Kafka topics.

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