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Data Engineering with Scala and Spark

Data Engineering with Scala and Spark

By : Eric Tome, Rupam Bhattacharjee, David Radford
4.2 (5)
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Data Engineering with Scala and Spark

Data Engineering with Scala and Spark

4.2 (5)
By: Eric Tome, Rupam Bhattacharjee, David Radford

Overview of this book

Most data engineers know that performance issues in a distributed computing environment can easily lead to issues impacting the overall efficiency and effectiveness of data engineering tasks. While Python remains a popular choice for data engineering due to its ease of use, Scala shines in scenarios where the performance of distributed data processing is paramount. This book will teach you how to leverage the Scala programming language on the Spark framework and use the latest cloud technologies to build continuous and triggered data pipelines. You’ll do this by setting up a data engineering environment for local development and scalable distributed cloud deployments using data engineering best practices, test-driven development, and CI/CD. You’ll also get to grips with DataFrame API, Dataset API, and Spark SQL API and its use. Data profiling and quality in Scala will also be covered, alongside techniques for orchestrating and performance tuning your end-to-end pipelines to deliver data to your end users. By the end of this book, you will be able to build streaming and batch data pipelines using Scala while following software engineering best practices.
Table of Contents (21 chapters)
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1
Part 1 – Introduction to Data Engineering, Scala, and an Environment Setup
4
Part 2 – Data Ingestion, Transformation, Cleansing, and Profiling Using Scala and Spark
10
Part 3 – Software Engineering Best Practices for Data Engineering in Scala
13
Part 4 – Productionalizing Data Engineering Pipelines – Orchestration and Tuning
16
Part 5 – End-to-End Data Pipelines

Scala Essentials for Data Engineers

Welcome to the world of data engineering with Scala. But why Scala? The following are some of the reasons for learning Scala:

  • Scala provides type safety
  • Big corporations such as Netflix and Airbnb have a lot of data pipelines written in Scala
  • Scala is native to Spark
  • Scala allows data engineers to adopt a software engineering mindset

Scala is a high-level general-purpose programming language that runs on a standard Java platform. It was created by Martin Odersky in 2001. The name Scala stands for scalable language, and it provides excellent support for both object-oriented and functional programming styles.

This chapter is meant as a quick introduction to concepts that the subsequent chapters build upon. Specifically, this chapter covers the following topics:

  • Understanding functional programming
  • Understanding objects, classes, and traits
  • Higher-order functions (HOFs)
  • Examples of HOFs from the Scala collection library
  • Understanding polymorphic functions
  • Variance
  • Option types
  • Collections
  • Pattern matching
  • Implicits in Scala
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Data Engineering with Scala and Spark
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