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Spark Twitter Streaming

Learn spark twitter streaming from basics in this free online training. Spark twitter streaming course is taught hands-on by experts. Learn about the spark streaming,input output connectors and window operations in details.

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Beginner

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3.75 Hrs

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2.2K+

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About this Free Certificate Course

Spark is an open-source unified analytics streaming engine for large-scale data processing. Execution through Spark brings in a few unique benefits over other traditional streaming systems. Data is multiplying every second, and Twitter is one of the best data sources for performing analytics. There are multiple ways to read live Twitter data and process them. Spark structured streaming can get the live feeds and transform the data.  This free Spark Twitter Streaming is a self-paced online course that will help you understand the subject by understanding various topics starting from real-time analytics, RTA integration, input-output connectors, features in spark streaming, Twitter steaming in real-time, how it works, and such other concepts. With the demonstration, you will be able to understand how Twitter streaming works with Spark, extract insights, and apply the same concepts and techniques to stream other sources. 

At Great Learning, we empower our learners by catering for them with the best knowledge in their domains of interest. If you are looking to explore Data Science, you can register for our Data Science course and earn a degree online from a renowned university. You can explore other domains by joining our learning community with millions of enthusiasts across the globe. Happy learning!

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Course Outline

What is Real Time Analytics?

In this module, you will learn about Real Time Analytics and go through its various real-time use cases.

Big Companies using RTA

This module discusses various big companies like Uber, Netflix, and Pinterest using RTA for streamlining their processes.

Challenges in Working with Streaming Data

This module discusses challenges in working with streaming data and the two layers involved in streaming data.

Batch & Real Time systems

This module explains Batch processing and Real Time processing in detail. You will go through various features of Batch and Real Time systems.

Batch & RTA Integration

This module will help you understand Batch and RTA integration along with fault-tolerant stream processing.

Spark Streaming

This module will help you learn about Spark and Spark Streaming, and you will understand structured streaming.

Input Output Connectors

This module lets you know about the multiple connectors Spark Streaming supports and the formats in which outputs can be persisted.

Twitter Streaming in Real Time

This module consists of a demo where you will learn to process live tweets for trend analysis using Spark Streaming APIs.

Get Streaming Data using Twitter API's

This module explains in detail how to get streaming data using Twitter APIs along with the demo.

Things to know about Reliable Spark Streaming

This module explains the stream processing landscape. You will go through various stream processors, storage, and sources, and you will understand Spark streaming in detail.

Features in Spark Streaming that help prevent data loss

This module consists of a deeper view of Spark Streaming which is explained with a diagrammatic approach.

How Spark Streaming works?

You will go through a detailed explanation of the working of Spark Streaming.

Window Operations

Through this module, you will understand the windowed computations provided by Spark Streaming and the transformations applied over a sliding window of data, along with a demo.

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Spark Twitter Streaming

3.75 Learning Hours . Beginner

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Frequently Asked Questions

Can Spark be used for streaming?

Yes, Apache Spark can be used for streaming as it is a fully scalable, fault-tolerant streaming processing system primarily supporting batch and streaming workloads.

Does twitter use Spark?

Yes, Twitter uses Spark. A developer creates a TCP socket between Twitter API and Spark and awaits Spark structured streaming calls before sending it to the Twitter data.

What is the primary difference between Kafka streaming and spark streaming?

Kafka is used to analyzing the events as and when they unfold so that it can employ an event-at-a-time processing model. It also provides real-time streaming and window processing. On the other hand, Spark is used to micro-batch the technique to divide the incoming stream into little chunks for processing. The platform also pulls the data, holds it, and processes the push from the source to the target.

What is the main disadvantage of spark streaming?

Spark streaming comes with a number of disadvantages. A few of them are:

  • It doesn't have a proper file management system 
  • It doesn't have real-time data processing 
  • It is expensive 
  • It has small file issues 
  • Latency 
  • Lesser algorithms 
  • Iterative processing 
  • The window criteria

Will I get a certificate after completing this Spark Twitter Streaming free course?

Yes, you will get a certificate of completion for Spark Twitter Streaming after completing all the modules and cracking the assessment. The assessment tests your knowledge of the subject and badges your skills.
 

How much does this Spark Twitter Streaming course cost?

It is an entirely free course from Great Learning Academy. Anyone interested in learning the basics of Spark Twitter Streaming can get started with this course.
 

Is there any limit on how many times I can take this free course?

Once you enroll in the Spark Twitter Streaming course, you have lifetime access to it. So, you can log in anytime and learn it for free online.
 

Can I sign up for multiple courses from Great Learning Academy at the same time?

Yes, you can enroll in as many courses as you want from Great Learning Academy. There is no limit to the number of courses you can enroll in at once, but since the courses offered by Great Learning Academy are free, we suggest you learn one by one to get the best out of the subject.

Why choose Great Learning Academy for this free Spark Twitter Streaming course?

Great Learning Academy provides this Spark Twitter Streaming course for free online. The course is self-paced and helps you understand various topics that fall under the subject with solved problems and demonstrated examples. The course is carefully designed, keeping in mind to cater to both beginners and professionals, and is delivered by subject experts.

Great Learning is a global ed-tech platform dedicated to developing competent professionals. Great Learning Academy is an initiative by Great Learning that offers in-demand free online courses to help people advance in their jobs. More than 5 million learners from 140 countries have benefited from Great Learning Academy's free online courses with certificates. It is a one-stop place for all of a learner's goals.

What are the steps to enroll in this Spark Twitter Streaming course?

Enrolling in any of the Great Learning Academy’s courses is just one step process. Sign-up for the course, you are interested in learning through your E-mail ID and start learning them for free online.
 

Will I have lifetime access to this free Spark Twitter Streaming course?

Yes, once you enroll in the course, you will have lifetime access, where you can log in and learn whenever you want to. 
 

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Spark Twitter Streaming Course

Spark Twitter Streaming is a powerful tool for analyzing and processing real-time data from social media platforms like Twitter. It combines the power of Apache Spark, a fast and flexible big data processing engine, with the real-time capabilities of Twitter's streaming API.

In the free course on Spark Twitter Streaming, you'll learn about the challenges involved in working with real-time data, including data volume, velocity, and variety. You'll also learn about the big companies that are using real-time analytics (RTA) and how they are overcoming the challenges involved.

One of the key focuses of the course will be on the integration of batch and real-time systems. You'll learn about the differences between batch and real-time processing, and how they can be used together to provide a complete solution for data processing and analysis.

You'll also learn about the features in Spark Streaming that help prevent data loss and ensure data accuracy, including window operations, watermarks, and the Structured Streaming API. Finally, you'll get hands-on experience with Twitter Streaming in real-time, using Spark Streaming to analyze and process real-time data from Twitter.

In conclusion, the free course on Spark Twitter Streaming is an excellent resource for anyone looking to gain a deeper understanding of real-time analytics and Spark Streaming. Whether you're a beginner or an experienced data professional, this course will help you expand your skill set and advance your career in big data processing and analysis.
 

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