Data Lakes Courses and Certifications

Data Lake Fundamentals - A Comprehensive Data Lakes Guide

942 ratings at Udemy

Learn the Data Lake Essentials: Data Architecture, Benefits, Implementation, Tools, Best Practices of a modern Data Lake

• Udemy
• 1 hour 58 minutes
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

Digital Classroom - Building Data Lakes on AWS

Build and analyze operational data lakes on AWS using Lake Formation, Glue, and Athena. Learn data ingestion, storage, transformation, and visualization techniques for structured and unstructured data.

• AWS Skill Builder
• 8 hours
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS SimuLearn: Data Lakes

Hands-on AI-powered simulation for designing and implementing data lake solutions on AWS, combining customer interaction practice with practical AWS console experience.

• AWS Skill Builder
• 1 hour
• On-Demand
• Paid Course

Amazon Web Services;  Amazon

AWS SimuLearn: Data Lakes for Financial Services

Hands-on AI-powered simulation for designing and building data lake solutions in financial services using AWS services, with real-time feedback and guided lab practice.

• AWS Skill Builder
• 1 hour
• On-Demand
• Paid Course

Databricks

Automated Metadata Management in Data Lakes - A CI/CD Driven Approach

Discover a CI/CD-driven approach to automated metadata management in data lakes, focusing on balancing development speed, governance, and schema evolution for rapidly growing organizations.

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

Open Data Science

Applying Engineering Best Practices in Data Lakes Architectures - Einat Orr

Explore engineering best practices for data lakes architectures, covering data infrastructure evolution, building blocks of data products, and practical tooling examples for effective data engineering.

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

The ASF

Git for Data Lakes: How LakeFS Scales Data Versioning to Billions of Objects

Learn how lakeFS enables Git-like versioning for data lakes, solving challenges of object storage and scaling to billions of objects without compromising performance. Explore branching, committing, and merging for petabyte-scale data management.

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

MLOps.community

Reproducible Data Science Over Data Lakes

Explore reproducible data science techniques for data lakes using Bauplan and Nessie. Learn to decouple compute from data management, enabling time-travel and branching semantics for enhanced pipeline reproducibility.

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

Big Data Demystified

Building a Management Layer for Structured and Unstructured Data Lakes

Discover how to effectively manage data lakes using modern architectures, open table formats, and version control systems through practical examples with Databricks, Apache Iceberg, and AWS technologies.

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

OSACon

Maximizing Query Speed and Minimizing Costs in Data Lakes with Open-Source Caching

Discover how to optimize data lake performance and reduce costs using open-source caching frameworks, with practical techniques for query acceleration and storage efficiency.

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

OSACon

Mobile Analytic Databases and Real-Time Data Lakes - From Warehouse to Food Truck Architecture

Explore how mobile analytic databases and real-time data lakes are revolutionizing data analytics through an innovative food truck vs restaurant metaphor.

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

StreamNative

Building a Cleaner Data Ecosystem - From Data Swamps to Data Lakes

Discover practical strategies to transform messy data swamps into organized, high-value data lakes through quality controls and automation, enabling reliable AI-ready data streams.

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

Altinity

Data Lakes and ClickHouse Integration - Understanding Open Table Formats and Real-time Analytics

Explore data lake integration with ClickHouse®, covering Parquet, Iceberg formats, and real-time analytics implementation using Apache Spark and Kafka for large-scale data processing.

• YouTube
• 1 hour 1 minute
• On-Demand
• Free Video

Presto Foundation

Building Modern Data Lakes for Analytics Using Object Storage

Discover how to architect high-performance data lakes using object storage, focusing on MPP query engines and advanced features for scalable analytics across multi-cloud environments.

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

The ASF

Caching Framework for Exabyte-Scale Data Lakes

Optimize exabyte-scale data lakes with open-source caching framework. Improve performance, reduce costs, and tackle challenges in complex data environments using Hadoop, Parquet, Hudi, and Alluxio.

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