Data Lakehouse Courses and Certifications

Lakehouse Architecture for AI-Native Data Platforms

Design governed lakehouse architectures for AI workloads: translate requirements into data product SLOs, compare Delta Lake, Iceberg, and Hudi, and plan replay-safe ingestion, observability, and CI gates.

• Coursera
• 9 weeks, 3 hours a week
• Self-Paced
• Paid Course

Coursera

Build & Analyze Your Data Lakehouse

Register file-based cloud datasets as queryable external tables, compare Delta Lake, Iceberg, and Hudi, and build automated ingestion pipelines across medallion architecture zones.

• Coursera
• 3 weeks, 1 hour a week
• Self-Paced
• Paid Course

Learn to engineer IBM watsonx.data lakehouses on Cloud Pak for Data 4.8, modernizing data warehouses and streamlining data analytics.

• IBM Training
• 14 hours
• Self-Paced
• Free Online Course

Build Data Lakes and Data Warehouses on Google Cloud

23 ratings at DataCamp

While the traditional approaches of using data lakes and data warehouses can be effective, they have shortcomings, particularly in large enterprise environments.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available

Data lakes and Lakehouses with Spark and Azure Databricks

8 ratings at Udacity

Learn about the big data ecosystem and how to use Spark to work with massive datasets. Learners will also store big data in a data lake and develop Lakehouse architecture on the Azure Databricks platform.

• Udacity
• 14 hours
• Self-Paced
• Paid Course

Data Lakes and Lakehouses on AWS

1 rating at Udacity

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
• Self-Paced
• Paid Course

Bryan Cafferky

Data Lakehouse - An Introduction

A conceptual introduction to data lakehouses, comparing their governance and transactional features with traditional data lakes, relational databases, and data warehouses.

• YouTube
• 25 minutes
• Self-Paced
• Free Video

Open Data Science

From BI to AI - Lakehouse Is the Modern Data Architecture - Vini Jaiswal

Explore how the lakehouse combines data lakes and data warehouses in a unified architecture for modern data workloads.

• YouTube
• 30 minutes
• Self-Paced
• Free Video

The ASF

The Making of an Exabyte-scale Data Lakehouse Using Apache Ozone

Explore the creation of an exabyte-scale Data Lakehouse using Apache Ozone. Learn about integration efforts, scalability benefits, and optimizations for high-performance queries and reduced costs.

• YouTube
• 41 minutes
• Self-Paced
• Free Video

Apache Hudi

Concurrency Control in Open Data Lakehouse - Apache Hudi - Episode 7

Explore how Apache Hudi implements concurrency control mechanisms to ensure ACID properties and handle multiple users safely accessing shared data in open lakehouse platforms.

• YouTube
• 40 minutes
• Self-Paced
• Free Video

Data Council

The Middle Ground: Balancing Batch and Real-Time Processing in a Data Lakehouse

Explore how data lakehouse architectures can bridge batch processing and real-time streaming, supporting both high-frequency, low-latency queries and resource-intensive batch analytics on a single platform.

• YouTube
• 14 minutes
• Self-Paced
• Free Video

Conf42

Enterprise Data with Lakehouse Architecture at Scale

Discover how lakehouse architecture revolutionizes enterprise data management at scale, combining data lakes and warehouses for optimal performance and governance.

• YouTube
• 11 minutes
• Self-Paced
• Free Video

OSACon

The Open Data Lakehouse - Who Benefits?

Explore the Open Data Lakehouse and discover who benefits from open standards like Apache Iceberg and Apache Polaris in modern data analytics platforms.

• YouTube
• 22 minutes
• Self-Paced
• Free Video

Build Data Lakes and Data Warehouses on Google Cloud

2932 ratings at Coursera

Build data lakes, warehouses, and lakehouses on Google Cloud: compare storage use cases and work with Cloud Storage, open formats, BigQuery, orchestration, and data governance.

• Coursera
• 7 weeks, 1 hour a week
• Self-Paced
• Paid Course

Apache Iceberg: From Zero to Production Data Lakehouse

23 ratings at DataCamp

Data lakes promised cheap, flexible storage at scale, but they left engineers fighting broken queries, painful schema changes, and no reliable way to update data.

• DataCamp
• 4 hours
• Self-Paced
• Free Trial Available