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
Earn a Certificate
With paid plans
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
Earn a Certificate
With paid plans

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

20 practice exercises

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  • Develop a deep understanding of key concepts
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Specialization - 4 course series

The Ultimate Hands-On Hadoop

The Ultimate Hands-On Hadoop

Course 120 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

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

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

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

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

Apache Spark, Apache Cassandra, Real Time Data, Application Deployment, Apache Kafka, Applied Machine Learning, Development Environment, Data Processing, Big Data, Distributed Computing, Apache Hadoop, and 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

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

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Instructor

Packt - Course Instructors
Packt
1,035 Courses244,317 learners

Offered by

Packt

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