- Explore the fundamentals of data engineering, including its purpose in collecting, cleaning, and organizing data for modern applications.
- Understand how data travels through systems, focusing on data acquisition, cleaning, transformation, and the role of data pipelines.
- Analyze structured data using SQL, including fetching, filtering, and organizing data stored in relational databases.
- Implement data manipulation commands in SQL to maintain accurate and fresh data in pipelines for downstream analytics.
- Design scalable data architectures using data warehouses and lakehouses, evaluating their suitability for various data types and use cases.
- Utilize big data technologies like Hadoop, Spark, and Kafka to build efficient data processing workflows and real-time analytics.
Design and implement robust data pipelines that ensure smooth data flow and accessibility across systems.
Confidently write SQL queries to extract, filter, and summarize data, enabling informed decision-making in data-driven environments.
Architect data warehouses and lakehouses that meet organizational needs for data variety and scalability, enhancing analytics capabilities.
Leverage Hadoop, Spark, and Kafka to process large datasets efficiently, supporting real-time analytics and data-driven applications.
Learning Roadmap
1.
Dive into Data Engineering
Dive into Data Engineering
2.
Talk to Data
Talk to Data
3.
Think Outside the Table
Think Outside the Table
2 Lessons
2 Lessons
4.
Explore Data Worlds!
Explore Data Worlds!
3 Lessons
3 Lessons
5.
Process and Manage Big Data Effectively
Process and Manage Big Data Effectively
6 Lessons
6 Lessons
6.
Clean It Up
Clean It Up
6 Lessons
6 Lessons
Khayyam Hashmi
Computer scientist and Generative AI and Machine Learning specialist. VP of Technical Content @ educative.io.
Trusted by 3 million developers working at companies
Anthony Walker
@_webarchitect_
Evan Dunbar
ML Engineer
Software Developer
Carlos Matias La Borde
Souvik Kundu
Front-end Developer
Vinay Krishnaiah
Software Developer
Built for 10x Developers












Free Resources