Data Engineering
Building the pipelines, warehouses and lakehouses that feed analytics and AI.
Beginner
Start here. No background needed beyond school maths.
Advanced
Once the basics are comfortable.
AI Dev Tools Zoomcamp 2026
A video from DataTalksClub on AI Dev Tools Zoomcamp 2026. Best once you are comfortable with the basics of Data Engineering. It plays here in the portal, and your progress is saved as you watch.
DataTalksClub
AI Dev Tools Zoomcamp 2026 Pre-Course Live Q&A - Alexey Grigorev
A live Q&A session from DataTalksClub on AI Dev Tools Zoomcamp 2026 Pre-Course Live Q&A - Alexey Grigorev. Best once you are comfortable with the basics of Data Engineering. It plays here in the portal, and your progress is saved as you watch.
DataTalksClub
Decoding the Open Lakehouse - Sahil Walia
A video from DataTalksClub on Decoding the Open Lakehouse - Sahil Walia. Best once you are comfortable with the basics of Data Engineering. It plays here in the portal, and your progress is saved as you watch.
DataTalksClub
Machine Learning Zoomcamp 2026
A video from DataTalksClub on Machine Learning Zoomcamp 2026. Best once you are comfortable with the basics of Data Engineering. It plays here in the portal, and your progress is saved as you watch.
DataTalksClub
ML Zoomcamp 2026 Pre-Course Live Q&A
A live Q&A session from DataTalksClub on ML Zoomcamp 2026 Pre-Course Live Q&A. Best once you are comfortable with the basics of Data Engineering. It plays here in the portal, and your progress is saved as you watch.
DataTalksClub
Airflow 101: Building Your First Workflow
The official Airflow tutorial on writing DAGs, tasks and schedules for data pipelines.
Apache Software Foundation
Apache Kafka Quickstart
Set up Kafka locally and send your first streaming events with producers and consumers.
Apache Software Foundation
Apache Spark: Quick Start
The official getting-started guide for Spark's interactive shell, Datasets and self-contained applications.
Apache Software Foundation
Data Engineering Zoomcamp
A free 9-week hands-on course: Docker, Terraform, workflow orchestration, data warehouses, dbt, Spark and Kafka.
DataTalks.Club
Expert
Research-level depth and specialist material.