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Modern Big Data Processing with Hadoop

You're reading from  Modern Big Data Processing with Hadoop

Product type Book
Published in Mar 2018
Publisher Packt
ISBN-13 9781787122765
Pages 394 pages
Edition 1st Edition
Languages
Concepts
Authors (3):
V Naresh Kumar V Naresh Kumar
Profile icon V Naresh Kumar
Manoj R Patil Manoj R Patil
Profile icon Manoj R Patil
Prashant Shindgikar Prashant Shindgikar
Profile icon Prashant Shindgikar
View More author details
Toc

Table of Contents (12) Chapters close

Preface 1. Enterprise Data Architecture Principles 2. Hadoop Life Cycle Management 3. Hadoop Design Consideration 4. Data Movement Techniques 5. Data Modeling in Hadoop 6. Designing Real-Time Streaming Data Pipelines 7. Large-Scale Data Processing Frameworks 8. Building Enterprise Search Platform 9. Designing Data Visualization Solutions 10. Developing Applications Using the Cloud 11. Production Hadoop Cluster Deployment

Summary

In this chapter, we started with a detailed understanding of real-time stream processing concepts, including data stream, batch vs. real-time processing, CEP, low latency, continuous availability, horizontal scalability, storage, and so on. Later, we learned about Apache Kafka, which is a very important component of modern real-time stream data pipelines. The main features of Kafka are scalability, durability, reliability, and high throughput.

We also learned about Kafka Connect; its architecture, data flow, sources, and connectors. We studied case studies to design a data pipeline with Kafka Connect using file source, file Sink, JDBC source, and file Sink Connectors.

In the later sections, we learned about various open source real-time stream-processing frameworks, such as the Apache Storm framework. We have seen a few practical examples, as well. Apache Storm is distributed...

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