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30-Day Money-Back Guarantee
Development Data Science Apache Spark

Spark Scala coding framework, testing, Structured streaming

Spark Scala Framework, Hive, IntelliJ, Maven, Logging, Exception Handling, log4j, ScalaTest, JUnit, Structured Streaming
Rating: 4.6 out of 54.6 (71 ratings)
2,176 students
Created by FutureX Skill
Last updated 3/2021
English
30-Day Money-Back Guarantee

What you'll learn

  • Spark Scala industry standard coding practices - Logging, Exception Handling, Reading from Configuration File
  • Unit Testing Spark Scala using JUnit , ScalaTest, FlatSpec & Assertion
  • Building a data pipeline using Hive, Spark and PostgreSQL
  • Spark Scala development with Intellij, Maven
  • Cloudera QuickStart VM setup on GCP
Curated for the Udemy for Business collection

Course content

7 sections • 47 lectures • 3h 27m total length

  • Preview01:43
  • What is Big Data Spark?
    02:23

  • Installing JDK
    01:34
  • Preview01:44
  • Preview06:24
  • Scala Basics
    13:51
  • Hello World Spark Scala
    05:41
  • Configuring HADOOP HOME on Windows using Winutils
    01:20
  • Enabling Hive Support in Spark Session
    05:27
  • Installing PostgreSQL
    04:53
  • psql command line interface for PostgreSQL
    02:08
  • Preview04:43
  • Importing a project into IntelliJ
    04:39

  • Organizing code with Objects and Methods
    09:51
  • Implementing Log4j SLf4j Logging
    05:32
  • Exception Handling with try, catch, Option, Some and None
    06:19

  • Reading from Hive and Writing to Postgres
    10:54
  • Reading Configuration from JSON using Typesafe
    11:14
  • Reading command-line arguments and debugging in InjtelliJ
    08:43
  • Writing data to a Hive Table
    04:41
  • Managing input parameters using a Scala Case Class
    04:25
  • Intellij Maven troubleshooting tips
    00:19

  • Scala Unit Testing using JUnit & ScalaTest
    08:32
  • Spark Transformation unit testing using ScalaTest
    09:03
  • Unit testing to catch an Exception
    01:52
  • Catching Exception using assertThrows
    03:05
  • Throwing Custom Error and Intercepting Error Message
    06:28
  • Preview01:25
  • Testing with Matchers
    01:27
  • Failing tests intentionally
    01:18
  • Sharing fixtures
    01:16

  • Exporting the project to an uber jar
    04:53
  • Signing up for GCP free trial
    01:28
  • Cloudera QuickStart VM Installation on GCP
    08:22
  • Running Spark 2 with Hive on Cloudera QuickStart VM
    04:51
  • Uber Jar spark-submit on Cloudera QuickStart VM
    02:59
  • Doing spark submit locally
    03:13

  • Structured Streaming concepts
    01:41
  • Streaming data from files
    02:41
  • Batch Vs Streaming code
    01:22
  • Preview02:37
  • Streaming Aggregation
    04:06
  • Filtering Stream
    05:47
  • Adding timestamp to streaming data
    03:35
  • Aggregation in a time window
    04:44
  • Tumbling window and Sliding window
    01:27
  • Thank you and PySpark coding framework course preview
    01:01

Requirements

  • Basic programming skills
  • Basic database skills
  • Hadoop entry level knowledge

Description

This course will bridge the gap between your academic and real world knowledge and prepare you for an entry level Big Data Spark Scala developer role. You will learn the following

  • Spark Scala coding best practices

  • Logging - log4j, slf4

  • Exception Handling

  • Configuration using Typesafe config

  • Doing development work using IntelliJ, Maven

  • Using your local environment as a Hadoop Hive environment

  • Reading and writing to a Postgres database using Spark

  • Unit Testing Spark Scala using JUnit , ScalaTest, FlatSpec & Assertion

  • Building a data pipeline using Hadoop , Spark and Postgres

  • Bonus - Setting up Cloudera QuickStart VM on Google Cloud Platform (GCP)

  • Structured Streaming


Prerequisites :

  • Basic programming skills

  • Basic database knowledge

  • Big Data and Spark entry level knowledge



Who this course is for:

  • Students looking at moving from Big Data Spark academic background to a real world developer role

Instructor

FutureX Skill
Big Data, Cloud and AI Solution Architects
FutureX Skill
  • 4.3 Instructor Rating
  • 918 Reviews
  • 28,086 Students
  • 6 Courses

We are a group of Solution Architects and Developers with expertise in Java, Python, Scala , Big Data , Machine Learning and Cloud.

We have years of experience in building Data and Analytics solutions for global clients.

Our primary goal is to simplify learning for our students.

We take a very practical use case based approach in all our courses.

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