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25 Best Apache Spark Courses Online

We compared 25 Apache Spark courses currently listed on Coursera, Udemy and edX, priced from $19.99 to $199.99. 24 of them teach the subject directly and 1 are built around a certification exam. 3 come from a named university or institution, including IBM, Northeastern University and University of California, Davis. They are ordered by our CourseAsk score, which is built from how thoroughly each course describes what it teaches, whether it comes from a named institution, and how it compares on price — not from star ratings, which our course data does not include.

Courses compared
25
Price range
$19.99 – $199.99
Providers
Coursera, Udemy, edX
Last updated
18 Sep 2026
How these 25 courses were chosen

Every course below is a real, currently listed course from Coursera, Udemy, edX, matched to "apache spark" by our catalog and ordered by our CourseAsk score. Courses whose own title names the topic rank above those only tagged with it.

The grade on each entry scores how much the provider publishes about the course before you pay — the length and detail of the description, whether it lists learning outcomes and objectives — and whether a named university or institution stands behind it. A is fully documented and institution-backed; E is little more than a title and a price. Courses with almost nothing published are left ungraded rather than marked down, because an unknown course and a poor one are not the same thing.

There are no star ratings on this page — the course feeds we license do not include them, and we would rather leave a column out than fill it with a number we cannot stand behind. What we do have is price: these range from $19.99 to $199.99, as listed by the provider when we last updated the page.

  1. 1
    Coursera MOOC / Non-credit Grade B

    Apache Spark with Scala – Hands-On with Big Data!

    Offered by Packt

    Embark on a journey to master big data processing with Apache Spark and Scala. This course begins with setting up your development environment, ensuring you have a solid foundation in both Spark and Scala. You will dive...

    $49.00
    listed price
  2. 2
    Udemy Certificate Grade B Lowest price here

    Databricks Certified Associate Developer for Apache Spark

    If you are looking for a certification-oriented, hands-on and comprehensive course to prepare for the Databricks Certified Associate Developer for Apache Spark certification, you have come to the right place.This course...

    $19.99
    listed price
  3. 3
    Udemy Bootcamp Grade B

    Master Apache Spark using Spark SQL and PySpark 3

    DISCLAIMERThis course requires you to download the following softwaresDocker Visual Studio Code If you are a Udemy Business user, please check with your employer before downloading softwareAs part of this course, you wil...

    $24.99
    listed price
  4. 4
    Udemy MOOC / Non-credit Grade B

    Apache Spark with Scala useful for Databricks Certification

    Apache Spark has become the industry standard for big data processing and analytics. From batch processing to real-time streaming, Spark powers the data infrastructure of top technology companies worldwide. If you’re aim...

    $19.99
    listed price
  5. 5
    Udemy MOOC / Non-credit Grade B

    Machine Learning with Apache Spark using Scala

    Do you want to master Machine Learning at scale using one of the most powerful Big Data frameworks in the world? This course will teach you Machine Learning with Apache Spark 3.0 and Scala, step by step, through real-wor...

    $19.99
    listed price
  6. 6
    Udemy Certificate Grade C

    Databricks Associate Developer Apache Spark - Real Format

    Are you preparing for the Databricks Certified Associate Developer for Apache Spark exam and looking for a way to practise with real exam questions before the big day? This course has been carefully designed to give you...

    $19.99
    listed price
  7. 7
    Udemy Certificate Grade C

    Apache Spark 3 - Databricks Certified Associate Developer

    Do you want to learn how to handle massive amounts of data at scale?Learn Apache Spark 3 and pass the Databricks Certified Associate Developer for Apache Spark 3.0Hi, My name is Wadson, and I’m a Databricks Certified Ass...

    $19.99
    listed price
  8. 8
    Udemy Certificate Grade C

    Databricks Certified Assoc. Developer for Apache Spark-Tests

    Welcome to our comprehensive course designed to help you pass the Databricks Certified Associate Developer for Apache Spark Exam with confidence. This course is meticulously crafted to provide you with high-quality pract...

    $19.99
    listed price
  9. 9
    Udemy Certificate Grade C

    Tests for Databricks Associate Developer for Apache Spark

    Disclaimer:Tests for Databricks Associate Developer for Apache Spark is an independent publication and is neither affiliated with, nor authorized, sponsored, or approved by, Databricks, Inc.Course content is subject to c...

    $24.99
    listed price
  10. 10
    Udemy Certificate Grade C

    PySpark - Build DataFrames with Python, Apache Spark and SQL

    This course covers all the fundamentals about Apache Spark streaming with Python and teaches you everything you need to know about developing Spark streaming applications using PySpark, the Python API for Spark. At the e...

    $199.99
    listed price
  11. 11
    Udemy MOOC / Non-credit Grade C

    Tuning Apache Spark: Powerful Big Data Processing Recipes

    Video Learning Path OverviewA Learning Path is a specially tailored course that brings together two or more different topics that lead you to achieve an end goal. Much thought goes into the selection of the assets for a...

    $199.99
    listed price
  12. 12
    edX MOOC / Non-credit Grade C

    Apache Spark for Data Engineering and Machine Learning

    Offered by IBM

    This short course introduces you to the fundamentals of Data Engineering and Machine Learning with Apache Spark, including Spark Structured Streaming, ETL for Machine Learning (ML) Pipelines, and Spark ML. By the end of...

    $49.00
    listed price
  13. 13
    Udemy Certificate Grade C

    Databricks Apache Spark 3.X (Python) Certification Practice

    Course prepared by Databricks Certified Apache Spark Big Data Specialist!This test validates your knowledge to prepare for Databricks Apache Spark 3.X Certification Exam. (Not affiliated). This practice test follows the...

    $24.99
    listed price
  14. 14
    Udemy Certificate Grade C

    Apache Spark with Scala - Hands On with Big Data!

    The course walks through Apache Spark using the Scala language, covering core concepts like RDDs, DataFrames, and Spark SQL with the latest Spark 3 features. It emphasizes practical, hands‑on exercises that let you proce...

    $19.99
    listed price
  15. 15
    edX MOOC / Non-credit Grade D

    Azure Synapse Apache Spark Pools: Data engineering

    Offered by Microsoft

    This course provides training on using Apache Spark within Azure Synapse Analytics for data engineering. You'll learn how to create and manage Spark pools and apply them to process and transform data for pipelines, focus...

    $30.00
    listed price
  16. 16
    Udemy Certificate Certification prep Grade C

    Associate Developer for Apache Spark - Test Exam 100% Real

    Databricks – Associate Developer for Apache SparkThe Databricks Certified Associate Developer for Apache Spark certification is designed to validate the skills and knowledge of developers who use Apache Spark to process,...

    $24.99
    listed price
  17. 17
    Coursera Certificate Grade A University-backed

    AI Workflow: Enterprise Model Deployment

    Offered by IBM

    This is the fifth course in the IBM AI Enterprise Workflow Certification specialization.   You are STRONGLY encouraged to complete these courses in order as they are not individual independent courses, but part of a work...

    $99.00
    listed price
  18. 18
    Coursera MOOC / Non-credit Grade A University-backed

    Data Management for Analytics Part 2

    Offered by Northeastern University

    This course will offer you an opportunity to learn the fundamental concepts and emerging technologies in data storage and data governance. It presents a balanced theory-practice focus and covers Structured Query Language...

    $49.00
    listed price
  19. 19
    Coursera MOOC / Non-credit Grade A University-backed

    Database to AI: Practical Data Analytics Integration

    Offered by Northeastern University

    This course introduces the fundamental concepts and emerging technologies in database design and modeling, database systems, data storage, and data governance. It presents a balanced theory-practice focus and covers enti...

    $49.00
    listed price
  20. 20
    Coursera MOOC / Non-credit Grade A University-backed

    Learn SQL Basics for Data Science

    Offered by University of California, Davis

    This Specialization is intended for a learner with no previous coding experience seeking to develop SQL query fluency. Through four progressively more difficult SQL projects with data science applications, you will cover...

    $49.00
    listed price
  21. 21
    Coursera MOOC / Non-credit Grade B

    AWS Data Processing and Analysis

    Offered by Packt

    Updated in May 2025. This course now features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as yo...

    $49.00
    listed price
  22. 22
    Coursera MOOC / Non-credit Grade B

    Getting Started with Azure Data Solutions

    Offered by Whizlabs

    The Getting Started with Azure Data Solutions course is designed for beginners, aspiring data engineers, data analysts, cloud professionals, and IT practitioners who want to build a strong foundation in Microsoft Azure’s...

    $49.00
    listed price
  23. 23
    Coursera Certificate Grade B

    Data Engineering for AI and ML Pipelines

    Offered by Edureka

    Data Engineering for AI and ML Pipelines equips you with the skills to build the data infrastructure that powers modern machine learning systems on Databricks. Across three courses, you will progress from foundational da...

    $49.00
    listed price
  24. 24
    Coursera MOOC / Non-credit Grade B

    Machine Learning, Data Science and Generative AI with Python

    Offered by Packt

    This course features Coursera Coach! A smarter way to learn with interactive, real-time conversations that help you test your knowledge, challenge assumptions, and deepen your understanding as you progress through the co...

    $49.00
    listed price
  25. 25
    Coursera MOOC / Non-credit Grade B

    PySpark for Data Science

    Offered by Edureka

    Ignite your data science journey with our PySpark for Data Science Specialization, crafted for aspiring and seasoned data professionals eager to harness the power of big data analytics. This program empowers you to effic...

    $49.00
    listed price

Best Apache Spark Courses Online compared

# Course Provider Offered by Price
1 Apache Spark with Scala – Hands-On with Big Data! Coursera Packt $49.00 View →
2 Databricks Certified Associate Developer for Apache Spark Udemy $19.99 View →
3 Master Apache Spark using Spark SQL and PySpark 3 Udemy $24.99 View →
4 Apache Spark with Scala useful for Databricks Certification Udemy $19.99 View →
5 Machine Learning with Apache Spark using Scala Udemy $19.99 View →
6 Databricks Associate Developer Apache Spark - Real Format Udemy $19.99 View →
7 Apache Spark 3 - Databricks Certified Associate Developer Udemy $19.99 View →
8 Databricks Certified Assoc. Developer for Apache Spark-Tests Udemy $19.99 View →
9 Tests for Databricks Associate Developer for Apache Spark Udemy $24.99 View →
10 PySpark - Build DataFrames with Python, Apache Spark and SQL Udemy $199.99 View →
11 Tuning Apache Spark: Powerful Big Data Processing Recipes Udemy $199.99 View →
12 Apache Spark for Data Engineering and Machine Learning edX IBM $49.00 View →
13 Databricks Apache Spark 3.X (Python) Certification Practice Udemy $24.99 View →
14 Apache Spark with Scala - Hands On with Big Data! Udemy $19.99 View →
15 Azure Synapse Apache Spark Pools: Data engineering edX Microsoft $30.00 View →
16 Associate Developer for Apache Spark - Test Exam 100% Real Udemy $24.99 View →
17 AI Workflow: Enterprise Model Deployment Coursera IBM $99.00 View →
18 Data Management for Analytics Part 2 Coursera Northeastern University $49.00 View →
19 Database to AI: Practical Data Analytics Integration Coursera Northeastern University $49.00 View →
20 Learn SQL Basics for Data Science Coursera University of California, Davis $49.00 View →
21 AWS Data Processing and Analysis Coursera Packt $49.00 View →
22 Getting Started with Azure Data Solutions Coursera Whizlabs $49.00 View →
23 Data Engineering for AI and ML Pipelines Coursera Edureka $49.00 View →
24 Machine Learning, Data Science and Generative AI with Python Coursera Packt $49.00 View →
25 PySpark for Data Science Coursera Edureka $49.00 View →

Prices shown are the provider's listed price when we last updated this page. Confirm on their site before enrolling.

What the prices here tell you

The 25 priced courses on this page run from $19.99 to $199.99, with the middle of the range around $49.00 — a spread of $180.00. That is a wide gap for one subject. A higher price on this page usually reflects who is behind the course rather than how much material it contains, so it is worth opening two or three at different price points and comparing their syllabus before deciding.

Who is behind these courses

These courses come from Coursera, Udemy and edX. The platforms differ in how they sell: some charge once per course, others expect a subscription, and the listed price is not always what you pay at checkout after a promotion. 3 of these are produced by a named university or institution, including IBM, Northeastern University and University of California, Davis — which usually means a fixed syllabus and a recognised certificate, rather than an individual instructor’s own course.

Courses versus exam preparation

1 of the entries here are built around a certification exam rather than teaching Apache Spark from scratch. They are the right choice only if you already know the material and want to pass a specific exam; if you are starting out, pick one of the taught courses first and come back to exam preparation afterwards.

Before you enrol

Open the provider’s own page and check three things this comparison cannot tell you: when the course was last updated, what the syllabus actually covers in its later sections, and what recent learners say. Prices shown here are the provider’s listed price when we last rebuilt this page on 18 September 2026 — they change often, and a promotion can move them substantially. We earn a commission if you enrol through our links, which costs you nothing and never affects the order courses appear in.

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