Apache Spark Courses and Certifications

Hadoop and Spark Fundamentals: Unit 2

Master Hadoop MapReduce programming, Apache Pig, Hive QL, and Spark/PySpark through hands-on exercises including word counts, log analysis, and Wikipedia text processing for big data workflows.

• Coursera
• 6 hours 1 minute
• Self-Paced
• Paid Course

Coursera

Optimizing Spark and Cloud Data Storage for Analytics

Master advanced Spark performance optimization and cloud storage strategies, including Delta Lake, ACID transactions, partitioning, caching, and secure infrastructure design for petabyte-scale data pipelines.

• Coursera
• 10 hours 27 minutes
• Self-Paced
• Paid Course

Packt

Data Engineering with Scala and Spark

Master building scalable data pipelines with Scala and Spark, covering streaming/batch processing, performance tuning, testing, CI/CD, and cloud deployment for data engineers.

• Coursera
• 17 hours 56 minutes
• Self-Paced
• Paid Course

Coursera

Process Real-Time Data with Spark Streams

Master real-time data processing with Apache Spark Structured Streaming and Kafka to build fault-tolerant pipelines for fraud detection, recommendations, and IoT analytics.

• Coursera
• 5 hours 34 minutes
• Self-Paced
• Paid Course

Coursera Career Certificate

Spark, Skew & Speed: Pipeline Performance Engineering

Master distributed pipeline engineering with Apache Spark—tackle data skew, shuffle inefficiencies, query bottlenecks, and anomalies to build fast, reliable enterprise-scale data systems.

• Coursera
• 4 weeks, 10 hours/week
• Self-Paced
• Paid Course
• 8 courses

Coursera

Optimize Spark Performance: Analyze & Accelerate

Unlock Apache Spark's performance potential through systematic analysis of partitioning and caching strategies to achieve 30%+ runtime improvements.

• Coursera
• 1 hour 22 minutes
• Self-Paced
• Paid Course

Coursera

Process & Analyze Real-Time Data Fast

Master real-time data processing with Apache Spark to build high-speed pipelines, live dashboards, and fraud detection systems that transform streaming data into instant business insights.

• Coursera
• 4 hours 57 minutes
• Self-Paced
• Paid Course

Coursera

Fix Data Bottlenecks: Optimize Spark Performance

Unlock advanced Spark optimization techniques to eliminate data bottlenecks, analyze execution plans, and resolve shuffle inefficiencies for peak distributed system performance.

• Coursera
• 1 hour 55 minutes
• Self-Paced
• Paid Course

Packt

Time Series Analysis with Spark

Master scalable time series forecasting with Apache Spark, from data preparation to production deployment, using SARIMA, LightGBM, and NeuralProphet models for enterprise analytics.

• Coursera
• 11 hours 19 minutes
• Self-Paced
• Paid Course

Scala and Spark 2 - Getting Started

956 ratings at Udemy

Get ready to develop applications using Scala and Spark

• Udemy
• 6 hours 46 minutes
• Self-Paced
• Free Online Course

Prophecy Data Transformation Copilot for Data Engineering

744 ratings at Udemy

Learn Databricks and Spark data engineering to deliver self-service data transformation and speed pipeline development

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

Data Engineering with Spark Databricks Delta Lake Lakehouse

536 ratings at Udemy

Apache Spark Databricks Lakehouse Delta Lake Delta Tables Delta Caching Scala Python Data Engineering for beginners

• Udemy
• 5 hours 15 minutes
• Self-Paced
• Paid Course

Scalable programming with Scala and Spark

479 ratings at Udemy

Use Scala and Spark for data analysis, machine learning and analytics

• Udemy
• 9 hours 2 minutes
• Self-Paced
• Paid Course

Apache Spark - Beyond Basics and Cracking Job Interviews

4834 ratings at Udemy

Learn Spark Internals, Architecture, Advanced Concepts to Prepare for Databricks Certification Exam and Job Interviews

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

Mastering Big Data: Spark, Scala, Kafka, Hadoop,Hive & More

341 ratings at Udemy

Complete Hands-On Developer Guide to Modern Big Data Tools like Hadoop, Hive, Spark, Scala, Kafka, NIFI, HBase and more

• Udemy
• 1 day 13 hours 23 minutes
• Self-Paced
• Paid Course