Apache Spark with PySpark 2026: Zero to Expert + Delta Lake (Udemy.com)
The Complete Hands-On Course | PySpark 4 + Delta Lake 3 + Structured Streaming + Real-Time Projects | Databricks
Created by: Aymeric Daniel Neuvy
Last updated April 2026
What you will learn
- Master Apache Spark with Python (PySpark 4.x) from beginner to production-ready level
- Build and deploy end-to-end data pipelines using Delta Lake – the #1 most in-demand Spark technology in 2025-2026 (ACID transactions, time travel, schema evolut
- Implement real-time streaming applications with Structured Streaming + Kafka, including exactly-once processing, watermarking, and Delta Lake sinks
- Design and optimize large-scale Spark jobs ( Catalyst optimizer, AQE, skew handling, broadcasting, partitioning, bucketing) to process terabytes efficiently
- Build 4 complete real-world projects you can immediately add to your portfolio and GitHub: NYC Taxi analysis (10 GB+), log processing pipeline, movie recommenda
- Work like a professional Data Engineer using Databricks Community Edition (free) – the exact same platform used by Netflix, Uber, and 90 % of Fortune 500 compan
How it compares
Against the other 848 rated Udemy courses in IT Certifications on CourseDuck:
- Rating4.2 out of 5higher than 10% of them
- Reviews82#729 of 849 by number of reviews
- Length14.3 hourslonger than 71% of them
- Last updatedApril 2026more recently than 60% of them
Course Description
Become a Spark Expert in 2026 with the Most Complete & Up-to-Date PySpark Course on Udemy
Master Apache Spark with Python (PySpark) from zero to production-ready, including the technologies that 95% of Spark jobs use in 2025-2026:
• Delta Lake (the #1 most requested skill in 2025-2026)
• Structured Streaming + Kafka
• Databricks Lakehouse workflow (Community Edition – 100% free)
• Real-time dashboards, recommendation systems, sentiment analysis
• 4 complete real-world projects you can put directly on your resume
What you’ll learn (everything hands-on):
✓ Spark Core, RDDs, DataFrames, Datasets & Spark SQL (the 80% you’ll use every day)
✓ Spark Architecture Deep Dive (Driver, Executors, Shuffle, Partitions, Skew)
✓ Performance Tuning Mastery (Catalyst, AQE, Tungsten, Z-Ordering, Broadcasting)
✓ Delta Lake Full Stack: ACID, Time Travel, Schema Evolution, MERGE, OPTIMIZE
✓ Structured Streaming with Kafka + Exactly-once + Watermarking + Delta Sink
✓ Machine Learning with Spark: MLlib + Pandas UDF + XGBoost + HuggingFace
✓ Deploy on AWS EMR, GCP Dataproc, Azure + full Databricks workflow
✓ 4 Production-Ready Projects: NYC Taxi (10 GB+), Log Pipeline, Netflix like Movie Recommendation, Real-Time Twitter Sentiment Dashboard
No boring theory – every concept is taught with live coding + downloadable notebooks.
Two ways to code (you choose):
• 100% local environment (Mac/Windows setup)
• Databricks Community Edition (free forever – the exact same tool used by Fortune 500)
Perfect for:
• Data Engineers & Big Data Engineers wanting 100K–200K€ jobs
• Data Scientists who want to work with datasets > 100 GB
• Analysts who want to 10x their SQL speed
• Anyone preparing Databricks or Spark certifications
Includes:
• All notebooks + datasets + Docker files
• PDF cheat sheets (PySpark, Delta Lake, Streaming)
• 100+ interview questions with answers
• Private Discord community + direct help from me
• Lifetime updates (Spark 4.x, Delta Lake 3.x, 4.x already included)
Enroll now – 30-day money-back guarantee
Click “Buy Now” and become job-ready in the most in-demand big data technology of 2026!
Instructor Details
- 4.2 Rating
82 Reviews
Aymeric Daniel Neuvy
I'm Aymeric, a IT Engineer who shipped Spark systems in production. And I teach maths and computing since 2020.
I've built real-time analytics platforms processing millions of events daily, architected GCP data pipelines for automotive marketing (Nissan), and scaled AdTech integrations handling 99.9% uptime across major publishers (CNN, WikiHow, Condé Nast).
More IT Certifications courses
Master Splunk Enterprise Administration: Certification Prep (2024)
5.0 (154 Reviews)
Provider: Udemy
Time: 1.8h
$59.99
Cisco Troubleshooting Labs For CCNA, CCNP, and CCIE Students (2026)
4.9 (819 Reviews)
Provider: Udemy
Time: 6.8h
$10.99
CCNA Cyber Ops Tools: Sec Onion, Wireshark, and Kali Linux (2025)
4.9 (292 Reviews)
Provider: Udemy
Time: 4.5h
$10.99
ISTQB Certified Tester - Foundation Level latest Version (2025)
4.9 (224 Reviews)
Provider: Udemy
Time: 9.5h
$19.99
CompTIA Tech+ FC0-U71 Prep Hands-on training, Practice Exam (2026)
4.9 (132 Reviews)
Provider: Udemy
Time: 7.6h
$11.99
Cisco CCNA 200-301 – The Complete Guide to Getting Certified (2026)
4.8 (90,672 Reviews)
Provider: Udemy
Time: 42.7h
$19.99
Reviews
By Emmanuel on 8/22/2026
this course is fantastic, he explained everything so clearly
By Gasac Cash on 8/21/2026
Excellent course! I learned a lot
By Nibatot Gasha on 8/21/2026
I'm glad i found this course that finaly made me understand spark with many great analogies
By Learning Remotecoders on 5/17/2026
Thanks for the course it's cover for now an important parts , I only have a problem with the audio that it is very low.
By Spes Þýri on 5/1/2026
Straight to the point explanation
By Lakshman Enosh on 4/22/2026
I like how he explained simply all the concepts
By Oskar Ea on 4/22/2026
The course is clear and provides a great learning resource.
By Jamel on 4/11/2026
Teacher better than my university eaching. Best course I've found so far !!
By Dave74 on 3/27/2026
loved the Twitter project, and theorical for each steps
By Vihaan on 3/27/2026
Really liked the class! Many examples and easy to download the code.
Quality Score
No CourseDuck member has rated this course yet. Taken it? Give each part a thumbs up or down.
Overall Score : 84 / 100






