Packt
Big Data Foundations with Hadoop and Spark Specialization
Packt

Big Data Foundations with Hadoop and Spark Specialization

Master Big Data with Hadoop and Spark. Learn Hadoop, Spark, Scala, and Kafka to process, analyze, and stream massive datasets in real time.

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Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace
Get in-depth knowledge of a subject
Intermediate level

Recommended experience

4 weeks to complete
at 10 hours a week
Flexible schedule
Learn at your own pace

What you'll learn

  • Install and configure Hadoop and Spark to manage large-scale datasets effectively.

  • Apply Scala and Spark to build, query, and optimize complex big data pipelines.

  • Process and analyze real-time streaming data using Spark Streaming.

  • Implement Kafka producers, consumers, and advanced operations for scalable solutions.

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Taught in English
Recently updated!

September 2025

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Specialization - 4 course series

The Ultimate Hands-On Hadoop

The Ultimate Hands-On Hadoop

Course 119 hours

What you'll learn

  • Remember Hadoop setup and configuration steps.

  • Understand the Hadoop ecosystem, including HDFS, MapReduce, and YARN.

  • Apply queries using Pig, Hive, and Spark.

  • Evaluate Hadoop cluster performance and optimize it.

Skills you'll gain

Category: MongoDB
Category: System Design and Implementation
Category: Real Time Data
Category: NoSQL
Category: Apache Kafka
Category: Apache Hive
Category: Big Data
Category: Data Processing
Category: Scalability
Category: Apache Hadoop
Category: Distributed Computing
Category: Databases
Category: Apache Spark
Category: SQL

What you'll learn

  • Design and implement advanced Spark applications tailored to complex data processing needs.

  • Develop and execute Spark scripts to process large datasets and stream real-time data.

  • Compare and optimize Spark algorithms for better performance in big data applications.

  • Assess machine learning models' effectiveness using Spark MLlib for accurate predictions.

Skills you'll gain

Category: Apache Spark
Category: Graph Theory
Category: Scala Programming
Category: Distributed Computing
Category: Applied Machine Learning
Category: Big Data
Category: Data Processing
Category: Build Tools
Category: Development Environment
Category: IntelliJ IDEA
Category: Real Time Data
Category: Data Transformation
Category: Regression Analysis
Category: Performance Tuning

What you'll learn

  • Identify key components of the Spark and Scala development environment.

  • Explain the core concepts of Scala and Spark, including Resilient Distributed Datasets (RDDs) and windowing mechanisms.

  • Differentiate between various data integration techniques with Spark Streaming, such as Kafka, Flume, and Cassandra.

  • Assess the performance and reliability of Spark Streaming applications in production environments.

Skills you'll gain

Category: Apache Spark
Category: Real Time Data
Category: Apache Cassandra
Category: Application Deployment
Category: Apache Kafka
Category: Data Processing
Category: Apache Hadoop
Category: Big Data
Category: Distributed Computing
Category: Development Environment
Category: Applied Machine Learning
Category: Scala Programming

What you'll learn

  • Explain the architecture and core concepts of Apache Kafka.

  • Set up a personal Kafka development environment.

  • Develop Java applications to produce and consume messages in Kafka.

Skills you'll gain

Category: Apache Kafka
Category: Performance Tuning
Category: Command-Line Interface
Category: Data Pipelines
Category: Java
Category: Real Time Data
Category: Enterprise Application Management
Category: Apache
Category: Configuration Management

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Instructor

Packt - Course Instructors
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