PySpark Courses and Certifications

PySpark Data Engineering: The Complete Real-World Workflow

99 ratings at Udemy

Learn PySpark through a real project workflow: interactive dev, modular ETL, Dev/QA, Airflow, Git & production handoff.

• Udemy
• 6 hours
• Self-Paced
• Paid Course

Apache Spark with PySpark 2026: Zero to Expert + Delta Lake

71 ratings at Udemy

The Complete Hands-On Course | PySpark 4 + Delta Lake 3 + Structured Streaming + Real-Time Projects | Databricks

• Udemy
• 14 hours
• Self-Paced
• Paid Course

Introduction to Spark SQL in Python

195 ratings at DataCamp

Learn Spark SQL If you’re familiar with SQL and have heard great things about Apache Spark, this course is for you.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Bryan Cafferky

Master Databricks and Apache Spark Step by Step - PySpark Using RDDs

Learn how PySpark RDDs use lazy evaluation, transformations, and actions to process distributed data in a Databricks notebook.

• YouTube
• 21 minutes
• Self-Paced
• Free Video

Machine Learning with PySpark

744 ratings at DataCamp

Learn to Use Apache Spark for Machine Learning Spark is a powerful, general purpose tool for working with Big Data.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Taming Big Data with Apache Spark 4 and Python - Hands On!

18255 ratings at Udemy

PySpark tutorial with 40+ hands-on examples of analyzing large data sets on your desktop or on Hadoop with Python!

• Udemy
• 8 hours 49 minutes
• Self-Paced
• Paid Course

NashKnolX

Introduction to PySpark

Learn the fundamentals of PySpark for efficient big data processing and analytics using Python in Apache Spark's distributed computing environment.

• YouTube
• 43 minutes
• Self-Paced
• Free Video

PyCon Israel

How to Kill Your PySpark Performance - Common Anti-patterns and Solutions

Discover essential PySpark optimization techniques and common anti-patterns to enhance data processing performance, reduce costs, and maximize Spark's potential through native tools and best practices.

• YouTube
• 20 minutes
• Self-Paced
• Free Video

NashKnolX

Introduction to PySpark

Discover how to leverage PySpark for large-scale data processing, exploring RDDs, DataFrames, and Spark SQL to efficiently analyze data using distributed computing with Python.

• YouTube
• 31 minutes
• Self-Paced
• Free Video

PySpark with Python

Use PySpark with Python to manipulate DataFrames, handle missing values, aggregate data, and implement multiple linear regression in Databricks.

• YouTube
• 2 hours 30 minutes
• Self-Paced
• Free Video

Feature Engineering with PySpark

307 ratings at DataCamp

The real world is messy and your job is to make sense of it.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Building Recommendation Engines with PySpark

246 ratings at DataCamp

This course will show you how to build recommendation engines using Alternating Least Squares in PySpark.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Navigating PySpark MLlib Essentials

Build and evaluate classification models in PySpark MLlib, from dataset preprocessing and feature vectorization through prediction and model persistence.

• CodeSignal
• 2 hours
• Self-Paced
• Free Certificate

Databricks Certified Associate Developer - Apache Spark

1968 ratings at Udemy

A Step by Step Hands-on Guide to prepare for Databricks Certified Associate Developer for Apache Spark using Pyspark

• Udemy
• 14 hours 27 minutes
• Self-Paced
• Paid Course

Apache Spark 3 for Data Engineering & Analytics with Python

1848 ratings at Udemy

Learn how to use Python and PySpark 3.0.1 for Data Engineering / Analytics (Databricks) - Beginner to Ninja

• Udemy
• 8 hours 40 minutes
• Self-Paced
• Paid Course