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You're reading from  Simplify Big Data Analytics with Amazon EMR

Product typeBook
Published inMar 2022
PublisherPackt
ISBN-139781801071079
Edition1st Edition
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Sakti Mishra
Sakti Mishra
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Sakti Mishra

Sakti Mishra is an engineer, architect, author, and technology leader with over 16 years of experience in the IT industry. He is currently working as a senior data lab architect at Amazon Web Services (AWS). He is passionate about technologies and has expertise in big data, analytics, machine learning, artificial intelligence, graph networks, web/mobile applications, and cloud technologies such as AWS and Google Cloud Platform. Sakti has a bachelor’s degree in engineering and a master’s degree in business administration. He holds several certifications in Hadoop, Spark, AWS, and Google Cloud. He is also an author of multiple technology blogs, workshops, white papers and is a public speaker who represents AWS in various domains and events.
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Use case and architecture overview

For this use case, let's assume you have a consumer-facing website where users are interacting with your web pages by clicking different buttons or links, which are specific to different page navigations, signing up, signing in, or buying products. You have started a promotional sale on your website for a limited duration and you would like to track how users are reacting to it in real time.

To track user activity, your frontend application has integrated click events, which will publish a JSON event string with every mouse click to a message bus such as Amazon Kinesis Data Streams or Kafka. From the message bus, a Spark Streaming-based consumer application will read JSON messages as a micro-batch and write to Amazon S3 data lake for real-time analysis.

To replicate the streaming of click events, we will integrate the Kinesis Data Generator web UI tool, where you can configure a sample JSON event and schedule it to publish a fixed number...

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Simplify Big Data Analytics with Amazon EMR
Published in: Mar 2022Publisher: PacktISBN-13: 9781801071079

Author (1)

author image
Sakti Mishra

Sakti Mishra is an engineer, architect, author, and technology leader with over 16 years of experience in the IT industry. He is currently working as a senior data lab architect at Amazon Web Services (AWS). He is passionate about technologies and has expertise in big data, analytics, machine learning, artificial intelligence, graph networks, web/mobile applications, and cloud technologies such as AWS and Google Cloud Platform. Sakti has a bachelor’s degree in engineering and a master’s degree in business administration. He holds several certifications in Hadoop, Spark, AWS, and Google Cloud. He is also an author of multiple technology blogs, workshops, white papers and is a public speaker who represents AWS in various domains and events.
Read more about Sakti Mishra