Spark SQL Courses and Certifications

Mastering Databricks SQL Warehouse and Spark SQL

544 ratings at Udemy

A Comprehensive Course on Databricks SQL Warehouse and Spark SQL for Data Engineers, Data Analysts, BI Developers, etc

• Udemy
• 14 hours 8 minutes
• On-Demand
• Paid Course

Databricks

Accelerating Data Processing in Spark SQL with Pandas UDFs - Optimization Techniques

Learn to optimize Spark SQL data processing using Pandas UDFs. Discover techniques to speed up queries, profile jobs efficiently, and leverage custom UDFs for significant performance gains in large-scale data pipelines.

• YouTube
• 27 minutes
• On-Demand
• Free Video

Azure Databricks and Spark SQL (Python)

3267 ratings at Udemy

Your Hands-On Guide to Databricks Data Engineering with PySpark and Spark SQL, including a 4-Part Course Project

• Udemy
• 17 hours 29 minutes
• On-Demand
• Paid Course

Master Apache Spark using Spark SQL and PySpark 3

2610 ratings at Udemy

Master Apache Spark using Spark SQL as well as PySpark with Python3 with complementary lab access

• Udemy
• 1 day 8 hours 12 minutes
• On-Demand
• Paid Course

Introduction to Spark SQL in Python

Learn how to manipulate data and create machine learning feature sets in Spark using SQL in Python.

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Introduction to Spark SQL and DataFrames

446 ratings at LinkedIn Learning

Learn about DataFrames, a widely used data structure in Apache Spark. Discover how to manipulate and analyze distributed data with the DataFrames API and SQL.

• LinkedIn Learning
• 1 hour 54 minutes
• On-Demand
• Free Trial Available

Databricks Certified Data Engineer Associate Cert Prep: 2 ELT with Spark SQL and Python

31 ratings at LinkedIn Learning

Boost your skills as a data science professional to prepare for the second section of the Databricks Certified Data Engineer Associate certification exam.

• LinkedIn Learning
• 29 minutes
• On-Demand
• Free Trial Available

Data Engineering for Beginners: Learn SQL, Python & Spark

8039 ratings at Udemy

Master SQL, Python, and Apache Spark (PySpark) with Hands-On Projects using Databricks on Google Cloud

• Udemy
• 2 days 7 hours 57 minutes
• On-Demand
• Paid Course

Spark SQL and Spark 3 using Scala Hands-On with Labs

3115 ratings at Udemy

A comprehensive course on Spark SQL as well as Data Frame APIs using Scala with complementary lab access

• Udemy
• 1 day 12 minutes
• On-Demand
• Paid Course

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

17907 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
• On-Demand
• Paid Course

PySpark - Apache Spark Programming for Beginners (2026)

15843 ratings at Udemy

Master Apache Spark Programming in Python (PySpark) Using Databricks Free Edition - Recreated for 2026

• Udemy
• 1 day 4 hours 29 minutes
• On-Demand
• Paid Course

Bryan Cafferky

Understanding Spark SQL - Lesson 6

Explore Spark SQL's powerful features for data engineering, including query optimizations and support for Python, R, and Scala, enhancing parallel processing performance.

• YouTube
• 27 minutes
• On-Demand
• Free Video

CMU Database Group

Databricks Photon and Spark SQL in Advanced Database Systems - Lecture 20

Explore Databricks Photon and Spark SQL's advanced features for efficient data processing and analysis in modern database systems.

• YouTube
• 1 hour 8 minutes
• On-Demand
• Free Video

Introduction to PySpark

Master PySpark to handle big data with ease—learn to process, query, and optimize massive datasets for powerful analytics!

• DataCamp
• 4 hours
• On-Demand
• Free Trial Available

Spark and Data Lakes

In this course, you will learn about the big data ecosystem and how to use Spark to work with massive datasets. You’ll also learn about how to store big data in a data lake and query it with Spark.

• Udacity
• 10 hours
• On-Demand
• Paid Course