Real-Time Spark Project For Beginners: Hadoop, Spark, Docker
Learn how to build a real-time Data Pipeline Using Apache Kafka, Apache Spark, Hadoop, PostgreSQL, Django, and Flexmonster on Docker
Lectures -25
Resources -15
Duration -6.5 hours
30-days Money-Back Guarantee
Get your team access to 10000+ top Tutorials Point courses anytime, anywhere.
Course Description
Apache Spark is a unified analytics engine for large-scale data processing. It provides high-level APIs in Java, Scala, Python, and R, and an optimized engine that supports general execution graphs.
This online video course will teach you how to build a real-time Spark project using Hadoop, Spark, and Docker. You will learn how to set up a Hadoop and Spark cluster, and how to use Spark Structured Streaming to process real-time data. You will also learn how to use Docker to package and deploy your Spark application.
Real-Time Spark Project For Beginners: Hadoop, Spark, Docker Course Overview
Different types of servers produce large amounts of data (events, in this example the state of the server in the data center) in various data centers in real-time. In order to improve server stability, it is necessary to process this data in real time and produce insights that will be used by the staff members responsible for server/data center monitoring. These staff members must regularly monitor the status of these servers and find solutions in the event that problems arise.
We must select the appropriate architecture with scalable storage and computing frameworks/technologies because the data is massive and arriving in real time. In order to gain insights from this data, we therefore intend to construct the Real Time Data Pipeline using Apache Kafka, Apache Spark, Hadoop, PostgreSQL, Django, and Flexmonster on Docker.
Using Apache Hadoop Cluster, which is built on top of Docker, the Spark Project/Data Pipeline is created using Apache Spark with Scala and PySpark. Flexmonster and the Django Web Framework are used to build data visualization.
Who this course is for:
Beginners seeking knowledge of Project Development Processes and Architecture for Apache Spark/Big Data
Beginners seeking knowledge of Architecture and Development Processes for Real-Time Streaming Data Pipelines
Entry-level to intermediate Data scientists and engineers
Aspirants in data engineering and data science
Anyone who is truly willing to become a Big Data/Spark Engineer who wants to learn how to create and execute Spark applications on Docker
Goals
Full development of a Hadoop and Spark Cluster on a Docker-based real-time streaming data pipeline
Putting up a Docker-based Single Node Hadoop and Spark Cluster
Spark with Scala features for Spark Structured Streaming
Spark with Python: Spark Structured Streaming Features (PySpark)
How to use Spark Structured Streaming with PostgreSQL
A working knowledge of Apache Kafka
How to create data visualization with the Flexmonster and Django Web Framework
Containerization and Docker Foundations
Prerequisites
Basic understanding of Programming Language
Basic understanding of Apache Hadoop
Basic understanding of Apache Spark
![Real-Time Spark Project For Beginners: Hadoop, Spark, Docker Real-Time Spark Project For Beginners: Hadoop, Spark, Docker](https://d3mxt5v3yxgcsr.cloudfront.net/courses/3994/course_3994_image.jpg)
Curriculum
Check out the detailed breakdown of what’s inside the course
Introduction
2 Lectures
-
Introduction 32:27 32:27
-
Real Time Spark Project Overview | Building End to End Streaming Data Pipeline 08:40 08:40
Environment Setup
6 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Development | Project Code Walk-through
5 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Complete Project Demo
2 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Docker Beginners Guide
9 Lectures
![Tutorialspoint](/market/public/assets/images/loader.gif)
Instructor Details
![Pari Margu](https://www.tutorialspoint.com/assets/profiles/280186/profile/200_98918-1606807861.png)
Pari Margu
Data Engineer(Big Data/Hadoop, Apache Spark, Python) cum Freelance Consultant, YouTube Creator. Having 12+ years of experience in implementing solutions to the enterprise clients and having strong Framework skills to implement complex business solutions. Worked on, Web, Windows, Mobile and Hadoop/Big Data, Apache Spark applications. Having 6+ years of experience with Hadoop/Big Data, Apache Spark Framework. Worked on Hadoop distributions like Cloudera CDH, Apache Hadoop.
Course Certificate
Use your certificate to make a career change or to advance in your current career.
![sample Tutorialspoint certificate](/market/public/assets/newDesign/img/primePacks/V-certificate.png)
Our students work
with the Best
![adobe logo](/market/public/assets/newDesign/img/adobe.png)
![adp logo](/market/public/assets/newDesign/img/adp.png)
![apple logo](/market/public/assets/newDesign/img/apple.png)
![armani logo](/market/public/assets/newDesign/img/armani.jpg)
![bosch logo](/market/public/assets/newDesign/img/bosch.png)
![capegemini logo](/market/public/assets/newDesign/img/capegemini.png)
![cisco logo](/market/public/assets/newDesign/img/cisco.png)
![hdfc bank logo](/market/public/assets/newDesign/img/hdfcbank.png)
![ibm logo](/market/public/assets/newDesign/img/ibm.png)
![intel logo](/market/public/assets/newDesign/img/intel.png)
![mastercard logo](/market/public/assets/newDesign/img/mastercard.png)
![netflix logo](/market/public/assets/newDesign/img/netflix.png)
![qualcomm logo](/market/public/assets/newDesign/img/qualcomm.png)
![samsung logo](/market/public/assets/newDesign/img/samsung.png)
![sony logo](/market/public/assets/newDesign/img/sony.png)
![unilever logo](/market/public/assets/newDesign/img/unilever.png)
![walmart logo](/market/public/assets/newDesign/img/walmart.png)
![adobe logo](/market/public/assets/newDesign/img/adobe.png)
![adp logo](/market/public/assets/newDesign/img/adp.png)
![apple logo](/market/public/assets/newDesign/img/apple.png)
![armani logo](/market/public/assets/newDesign/img/armani.jpg)
![bosch logo](/market/public/assets/newDesign/img/bosch.png)
![capegemini logo](/market/public/assets/newDesign/img/capegemini.png)
![cisco logo](/market/public/assets/newDesign/img/cisco.png)
![hdfcbank logo](/market/public/assets/newDesign/img/hdfcbank.png)
![ibm logo](/market/public/assets/newDesign/img/ibm.png)
![intel logo](/market/public/assets/newDesign/img/intel.png)
![mastercard logo](/market/public/assets/newDesign/img/mastercard.png)
![netflix logo](/market/public/assets/newDesign/img/netflix.png)
![qualcomm logo](/market/public/assets/newDesign/img/qualcomm.png)
![samsung logo](/market/public/assets/newDesign/img/samsung.png)
![sony logo](/market/public/assets/newDesign/img/sony.png)
![unilever logo](/market/public/assets/newDesign/img/unilever.png)
![walmart logo](/market/public/assets/newDesign/img/walmart.png)
Related Video Courses
View MoreAnnual Membership
Become a valued member of Tutorials Point and enjoy unlimited access to our vast library of top-rated Video Courses
Subscribe now![Annual Membership Annual Membership](/market/public/assets/newDesign/img/membership-large-small.jpg)
Online Certifications
Master prominent technologies at full length and become a valued certified professional.
Explore Now![Online Certifications Online Certifications](/market/public/assets/newDesign/img/traning-for-a-team.png)