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Fundamentals of Apache Spark and PySpark

Get hands-on with Apache Spark and PySpark by learning how to build scalable, high-performance data pipelines using the DataFrame API, Spark jobs, joins, aggregations, and more.

4 Days

Average time students take to complete this course.

instructor
Taught by: Ivan Mushketyk
Last updated: October 2025

Rated 4.9 out of 5 on Trustpilot

What you'll learn

  • Learn the skills and real-world tools used by Data Engineers and become top 10% in your field
  • Set up Apache Spark and configure your local or cloud environment for big data processing
  • Write efficient PySpark code to handle, transform, and analyze large-scale datasets
  • Use DataFrames to manipulate data in a distributed computing environment
  • Build scalable data pipelines that integrate multiple transformation and aggregation steps
  • Create a strong foundation for a career in Data Engineering, Data Science, and AI/ML

Apache Spark is a must-know tool for any aspiring Data Engineer or Data Scientist. And PySpark? It’s your Python-powered key to unlocking Spark’s full potential.

This course is built for learners who want to confidently step into big data. We’ll demystify the Spark engine, teach you how to write clean PySpark code, and guide you through building data pipelines that scale.

You’ll learn by doing—working with real data, tackling real problems, and building the kind of skills employers actually care about.

If you’re looking to make sense of massive datasets, clean and transform data efficiently, and work with tools that power companies like Netflix and Amazon, then this byte-sized course is for you.

Wait... What's a Byte?

Bytes are shorter courses that allow you to upgrade your skills and knowledge in a single day!

Learning is hard. And sometimes you just need a quick learning fix, right? To learn something awesome, interesting, and relevant to your career goals.

That's why we've created Bytes.

What's The Bottom Line?

This course is not about superficial fluff.

Instead, this course will take you from a complete beginner to understanding how to use Apache Spark and PySpark on a deeper level. 🚀

And... you have nothing to lose.

You can start learning right now and if this course isn't everything you expected, we'll refund you 100% within 30 days. No hassles and no questions asked.

When's the best time to get started? Today!

There's never a bad time to learn in-demand skills. But the sooner, the better. So start learning Apache Spark and PySpark today by joining the ZTM Academy. You'll have a clear roadmap to developing the skills to build your own projects, get hired, and advance your career.

Join Zero To Mastery Now

Course curriculum

To make sure this course is a good fit for you, you can start learning Apache Spark & PySpark for free right now by clicking any of the PREVIEW links below.

Introduction

3 lectures

Introduction7:29

PREVIEW

Exercise: Meet Your Classmates and Instructor

PREVIEW

Course Resources

PREVIEW

Setup and Useful Resources

4 lectures

Big Data Processing with Apache Spark

27 lectures

Where To Go From Here?

2 lectures

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Meet your instructor

Your Data Engineering instructor (Ivan) isn't just an expert with years of real-world professional experience. He has been in your shoes. He makes learning fun. He makes complex topics feel simple. He will motivate you. He will push you. And he will go above and beyond to help you succeed.

Ivan Mushketyk

Hi, I'm Ivan Mushketyk!

Ivan is a data & software engineer with 12+ years of experience designing and scaling distributed systems. His career spans early-stage startups and industry leaders, including AWS and Stripe, where he built production-grade cloud and data applications.

SEE MY BIO & COURSES

Ivan Mushketyk

Data Engineer

Frequently asked questions

Are there any prerequisites for this course?

  • Basic Python knowledge is required. If you don't have that we recommend taking the first few sections of our Python Bootcamp course, which is included in your ZTM Academy membership.

Do you provide a certificate of completion?

We definitely do and they are quite nice. You will also be able to add Zero To Mastery Academy to the education section of your LinkedIn profile as well.

Are there subtitles?

Yes! We have high quality subtitles in 6 different languages: English, Spanish, French, German, Arabic, and Hindi.

You can even adjust the text size, color, background and more so that the subtitles are perfect just for you!

Still have more questions about the Academy?

Still have more questions specific to the Academy membership? No problem, we answer some more here.

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