Hey MY DATA FAM, now your DREAM JOB as a DATA ENGINEER is just a roadmap away! This ROADMAP is your ultimate guide to mastering the art of Data Engineering. Whether you're starting from scratch or looking to enhance your skills, this structured learning path will make you a PRO. YKW, this ROADMAP has EVERYTHING - Tutorials, Courses, End-to-End Projects, Certifications, Interview Questions, Real-World Scenarios, and MUCH MORE. BUT!!! It requires dedication, practice, and a passion for data. So, buckle up and get ready to embark on an exciting journey into the world of Data Engineering!
This is a COMPLETE 200+ HRS of DATA ENGINEERING LEARNING PATH on YouTube [FOR FREE]. TRUST ME, this has already helped MANY PEOPLE to land their DREAM JOB as a DATA ENGINEER [I have already shared their testimonials in so many videos]. BUT, why I am sharing this for FREE instead of charging thousands of dollars? Simple Reason : I want to GIVE BACK to the COMMUNITY that has given me so much. Knowledge should be accessible to everyone, and I believe in empowering individuals to achieve their career goals without financial barriers. And, I need your support to make this REPOSITORY a REVOLUTION in the DATA ENGINEERING COMMUNITY. So, just FORK, STAR, and SHARE this REPOSITORY with your FRIENDS and COLLEAGUES.
Who is this for?
- Anyone want to become a DATA ENGINEER and actually dedicated to learning DATA ENGINEERING seriously. You can be from any background as long as you have the passion and dedication to learn.
Let's make DATA ENGINEERING EDUCATION ACCESSIBLE to ALL TOGETHER!
I want YOUR SUPPORT to make this REPOSITORY available to every single person who wants to become a DATA ENGINEER. So,
- STAR this Repository
- FORK it [so that you will get the updates]
- SHARE it [on LinkedIn and Tag me - will repost]
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Python Programming Language
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SQL - Structured Query Language
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Data Engineering Fundamentals
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Data Warehousing
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Data Modeling This video will overlap with some concepts from
Data Warehousingcapter. But, I will still recommend to watch this video for better understanding of DATA MODELING.
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Big Data Engineering Fundamentals
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Apache Spark For Big Data
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PySpark Full Course - The Coding Paradigm
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PySpark Real-Time Scenarios
- Git and GitHub Full Course
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Fundamentals Azure Data Services
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Azure Data Factory
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Azure Synapse Analytics
- Databricks - The Complete Guide
- Delta Lake - The Non Negotiable for Databricks Stack
- Databricks Fundamentals For Data Engineers
- Databricks Modern Architecture With Unity Catalog
- Databricks Lakeflow Declarative Pipelines - Delta Live Tables
- Databricks Lakeflow Jobs and Workflows
- Databricks SQL Warehouse - Full Course
- Databricks Asset Bundles and CICD
- Microsoft Fabric - The Complete Guide
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DBT - Data Build Tool
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Spark Structured Streaming - Real-Time Data Processing
This section is the HEART of this ROADMAP. Here, you will learn how to build COMPLETE DATA ENGINEERING PROJECTS from SCRATCH to DEPLOYMENT using the CONCEPTS and TECHNOLOGIES you have learned so far. There is NO ORDER to watch these videos. You can pick any project based on your INTEREST and TECHNOLOGY PREFERENCE. But yes, try to watch ALL of them bcz each PROJECT is UNIQUE and solving the REAL-WORLD PROBLEMS.
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Spotify Azure Data Engineering End-to-End Project [With CI/CD]
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[WITH Azure DevOps] Azure Data Engineering End-to-End Project
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Netflix Data Engineering Project With Azure Data Factory and Databricks
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Azure Data Factory End To End Project - OnPrem To Cloud Data Migration
This section contains the MOST RECOMMENDED CERTIFICATIONS and UDEMY COURSES for DATA ENGINEERS that will BOOST your RESUME and help you LAND your DREAM JOB because TRUST ME, RECRUITERS and HIRING MANAGERS LOVE to see CERTIFICATIONS on RESUMES.
The BEST part about these courses are that they are available on UDEMY at the price of a COFFEE [Choice is yours a COFFEE or a CERTIFICATION that will BOOST your CAREER]. Also, these courses cover much more TOPICS than the EXAM SYLLABUS, so you will be LEARNING a LOT MORE than just preparing for the EXAM.
This section is the WARM-UP before you step into the BATTLEFIELD of DATA ENGINEERING INTERVIEWS. This module is full of [RECENT] REAL-WORLD SCENARIO-BASED INTERVIEW QUESTIONS that are asked in TOP TECH COMPANIES. You can pick any CHAPTERS[Videos] of your CHOICE based on your INTERVIEW PREPARATION [Tech Stack] NEEDS.
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Azure Tech Stack
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Databricks Tech Stack
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Apache Spark Stack
I know that EACH learner has different skills and background. So, you can always SKIP any MODULE or VIDEO that you already know. OR, you can DEEP DIVE into any TOPIC or TECHNOLOGY that interests you the most. The CHOICE is YOURS. This ROADMAP is a STRUCTURED GUIDE and you can always CUSTOMIZE it based on your NEEDS and GOALS.
ONE PRO TIP: If you are looking for a SPECIFIC TOPIC to learn, ALWAYS search for that TOPIC on GOOGLE/YOUTUBE and add "Ansh Lamba" with it. I have created DETAILED videos on ALMOST EVERY TOPIC related to DATA ENGINEERING. So, you will most probably find a DETAILED video on that TOPIC.
Remember: This ROADMAP will be UPDATED on a WEEKLY BASIS with NEW CONTENT and IMPROVEMENTS. So, KEEP COMING BACK to this REPOSITORY for UPDATES [Yes, you NEED to be consistent].
Let's CONNECT!
Last Updated: October 25th, 2025