Explore each individual topic

Click on each individual topic below to view the introduction video, read the complete syllabus and see a list of all the lessons.

1. Data Engineering Basics

Introduction to Data Engineering

Introduction to Data Engineering with over 1 hour of videos including my journey here.

Andreas Kretz

Andreas Kretz

Computer Science Fundamentals

A complete guide of topics and resources you should know as a Data Engineer.

Andreas Kretz

Andreas Kretz

Introduction to Python

Learn all the fundamentals of Python to start coding quick

Amit Jain

Amit Jain

Python for Data Engineers

Learn all the Python topics a Data Engineer needs even if you don't have a coding background

Andreas Kretz

Andreas Kretz

$15

Docker Fundamentals

Learn all the fundamental Docker concepts with hands-on examples

Andreas Kretz

Andreas Kretz

Successful Job Application

Everything you need to successfully apply for Data Engineering jobs

Andreas Kretz

Andreas Kretz

2. Platform & Pipeline Design Fundamentals

Data Platform And Pipeline Design

Learn how to build data pipelines with templates and examples for Azure, GCP and Hadoop.

Andreas Kretz

Andreas Kretz

Platform & Pipelines Security

Learn the important security fundamentals for Data Engineering

Andreas Kretz

Andreas Kretz

Choosing Data Stores

Learn the different types of data stores and when to use which.

Andreas Kretz

Andreas Kretz

Schema Design Data Stores

Learn to define schemas for SQL, NoSQL databases and Data Warehouses

Andreas Kretz

Andreas Kretz

Modern Data Warehouses & Data Lakes

How to integrate a Data Lake with a Data Warehouse and query data directly from files

Andreas Kretz

Andreas Kretz

3. Fundamental Tools

Building APIs with FastAPI

Learn the fundamentals of designing, creating and deploying APIs with FastAPI and Docker

Andreas Kretz

Andreas Kretz

Apache Kafka Fundamentals

Learn the fundamentals of Apache Kafka

Andreas Kretz

Andreas Kretz

Apache Spark Fundamentals

Apache Spark quick start course in Python with Jupyter notebooks, DataFrames, SparkSQL and RDDs.

Andreas Kretz

Andreas Kretz

$40

Data Engineering on Databricks

Everything you need to get started with Databricks. From setup to building ETL pipelines & warehousing.

Andreas Kretz

Andreas Kretz

MongoDB Fundamentals

Learn how to use MongoDB

Andreas Kretz

Andreas Kretz

Log Analysis with Elasticsearch

Learn how to use Elasticsearch to monitor and debug your pipelines through log indexing

Andreas Kretz

Andreas Kretz

Airflow Workflow Orchestration

Learn how to orchestrate your data pipelines with Apache Airflow

Andreas Kretz

Andreas Kretz

Snowflake for Data Engineers

Everything you need to get started with Snowflake

Andreas Kretz

Andreas Kretz

4. Full Hands-On Example Projects

Data Engineering on AWS

Full 5 hours course with complete example project. Building stream and batch processing pipelines on AWS.

Andreas Kretz

Andreas Kretz

Machine Learning & Containerization On AWS

Build a app that analyzes the sentiment of tweets and visualizing them on a user interface hosted as container

Andreas Kretz

Andreas Kretz

Data Engineering on Azure

Ingest, Store, Process, Serve and Visualize Streams of Data by Building Streaming Data Pipelines in Azure.

Kristijan Bakarić

Kristijan Bakarić

Contact Tracing with Elasticsearch

Track 100,000 users in San Francisco using Elasticsearch and an interactive Streamlit user interface

Andreas Kretz

Andreas Kretz

Document Streaming Project

Document Streaming with FastAPI, Kafka, Spark Streaming, MongoDB and Streamlit

Andreas Kretz

Andreas Kretz

Storing & Visualizing Time Series Data with InfluxDB and Grafana

Learn how to use InfluxDB to store time series data and visualize interactive dashboards with Grafana

Andreas Kretz

Andreas Kretz

Data Engineering with Hadoop

Hadoop Project with HDFS, YARN, MapReduce, Hive and Sqoop!

Suyog Nagaokar

Suyog Nagaokar

5. Certifications

Associate Data Engineer

Certify that you are job ready with the Associate Data Engineer exam

Andreas Kretz

Andreas Kretz