Data Engineering Projects to Enhance Your Skills
Data Engineering has become one of the most in-demand careers in recent times. It involves collecting, storing, and processing vast amounts of data to support decision-making processes and provide business insights. If you’re interested in exploring this field, the following 7 projects are the perfect starting point for you. Not only will you gain hands-on experience, but you’ll also have a portfolio to showcase your skills.
Building a Data Model and Writing an ETL Job
This project focuses on the basics of data engineering. You’ll learn essential skills such as Python, SQL, and building data models, as well as the basics of DBMS and writing ETL jobs. You’ll also learn how to query data programmatically and use PostgreSQL.
https://www.youtube.com/playlist?list=PLBJe2dFI4sgukOW6O0B-OVyX9c6fQKJ2N
ETL Pipeline on AWS Cloud
For those interested in Cloud Computing, this project is ideal. You’ll learn about the fundamentals of Python and SQL and the basics of AWS services such as Athena, Glue, Redshift, S3, and IAM. You’ll also learn how to create a data pipeline.
https://www.youtube.com/playlist?list=PLBJe2dFI4sgt-9GR2j-rTeKtimE9pfqyt
Covid Data Analysis Project
In this project, you’ll work with Covid-19 data to create an end-to-end data engineering project. You’ll learn about Python, SQL, building data models, and the use of AWS services like Athena, Glue, Redshift, S3, and IAM.
https://www.youtube.com/playlist?list=PLBJe2dFI4sgvavQzL2Hm5CsnoIWHY5fI3
YouTube Data Analysis
This three-hour project will give you a complete overview of Data Engineering. You’ll learn about Python and PySpark, SQL, business problem-solving, and the use of AWS services such as Athena, Glue, Redshift, S3, IAM, Lambda, and Quicksight. You’ll also learn how to build a data pipeline and schedule it.
https://www.youtube.com/playlist?list=PLBJe2dFI4sguF2nU6Z3Od7BX8eALZN3mU
Twitter Data Pipeline
Using Airflow For those interested in Airflow, this project is the perfect starting point. You’ll learn about the basics of Python, Airflow, and the use of packages such as Tweepy and Pandas. You’ll also learn how to extract data from Twitter and store it on S3 using an ETL job.
https://www.youtube.com/watch?v=q8q3OFFfY6c&ab_channel=DarshilParmar
Extracting Data from Amazon Website
In this project, you’ll learn how to extract data from one source and build a dataset from it. You’ll become familiar with HTML basics, web scraping fundamentals, and the use of packages like BeautifulSoup, Pandas, and Numpy. You’ll also learn how to build a CSV file.
https://www.youtube.com/watch?v=2hPCX-p_X8Q&ab_channel=DarshilParmar
Stock Market Real-Time Data Analysis
Using Kafka, AWS, and Python In this project, you’ll learn how to build a real-time simulation app using Python and understand the basics of Kafka. You’ll also learn how to install Kafka on EC2, write producer and consumer code, generate a real-time streaming pipeline, and store data in S3. Finally, you’ll analyze data in real-time using Athena.
https://www.youtube.com/watch?v=KerNf0NANMo&ab_channel=DarshilParmar
In conclusion, these 7 data engineering projects are a great way to get started in the field. You’ll gain hands-on experience and develop a portfolio to showcase your skills. So, don’t burst your head; choose a project that interests you, and start learning today!
Wrote this article in hopes that my friend Rajja can finally start working on any one of these.
If you need my help with anything do let me know in the comments or send me a message!
Links:
- https://alizahidraja.com/
- https://alizahidraja.com/projects
- https://www.linkedin.com/in/alizahidraja/
- https://github.com/alizahidraja
- https://twitter.com/alizahidraja
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