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Big Data Analytics
book

Big Data Analytics

by Venkat Ankam, Aravind Nallan
September 2016
Beginner to intermediate
326 pages
6h 47m
English
Packt Publishing
Content preview from Big Data Analytics

Spark Streaming with Kafka and HBase

Apache Kafka is publish-subscribe messaging rethought as a distributed, partitioned, replicated commit log service. Kafka plays an important role in any streaming application. Let's see what happens without having Kafka in a streaming application. If the streaming application processing the streams is down for 1 minute for some reason, what will happen to the stream of data for that 1 minute? We will end up losing 1 minute's worth of data. Having Kafka as one more layer buffers incoming stream data and prevents any data loss. Also, if something goes wrong within the Spark Streaming application or target database, messages can be replayed from Kafka. Once the streaming application pulls a message from Kafka, ...

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Publisher Resources

ISBN: 9781785884696