To learn PySpark in 2026, follow this order: start with a beginner crash course, then a full course, then advanced deep dives. This roadmap sequences 21 of the best free YouTube videos — beginning with "Learn Apache Spark in 10 Minutes | Step by Step Guide" by Darshil Parmar (577,554 views).

Explore PySpark

Step 1

Start Here

Beginner-friendly PySpark intros and crash courses

Step 2

Core Skills

Full courses and comprehensive PySpark tutorials

Step 3

Advanced & Deep Dives

Go deeper into PySpark internals and real-world use

Step 4

Stay Current

The freshest PySpark videos from the last 6 months