Book Image

Scala and Spark for Big Data Analytics

By : Md. Rezaul Karim, Sridhar Alla
Book Image

Scala and Spark for Big Data Analytics

By: Md. Rezaul Karim, Sridhar Alla

Overview of this book

Scala has been observing wide adoption over the past few years, especially in the field of data science and analytics. Spark, built on Scala, has gained a lot of recognition and is being used widely in productions. Thus, if you want to leverage the power of Scala and Spark to make sense of big data, this book is for you. The first part introduces you to Scala, helping you understand the object-oriented and functional programming concepts needed for Spark application development. It then moves on to Spark to cover the basic abstractions using RDD and DataFrame. This will help you develop scalable and fault-tolerant streaming applications by analyzing structured and unstructured data using SparkSQL, GraphX, and Spark structured streaming. Finally, the book moves on to some advanced topics, such as monitoring, configuration, debugging, testing, and deployment. You will also learn how to develop Spark applications using SparkR and PySpark APIs, interactive data analytics using Zeppelin, and in-memory data processing with Alluxio. By the end of this book, you will have a thorough understanding of Spark, and you will be able to perform full-stack data analytics with a feel that no amount of data is too big.
Table of Contents (19 chapters)

Monitoring Spark jobs

Spark provides web UI for monitoring all the jobs running or completed on computing nodes (drivers or executors). In this section, we will discuss in brief how to monitor Spark jobs using Spark web UI with appropriate examples. We will see how to monitor the progress of jobs (including submitted, queued, and running jobs). All the tabs in the Spark web UI will be discussed briefly. Finally, we will discuss the logging procedure in Spark for better tuning.

Spark web interface

The web UI (also known as Spark UI) is the web interface for running Spark applications to monitor the execution of jobs on a web browser such as Firefox or Google Chrome. When a SparkContext launches, a web UI that displays useful...