Data With Direction

Your 8 Week Data Engineering Foundations Roadmap!


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Level up from “pipeline builder” to “senior engineer.” In this video I share the 7 books that actually changed how I design systems, ship stable data products, and interview with confidence. Each pick comes with one takeaway, one field exercise, and one interview line you can use tomorrow.

Want the Reading Tracker and Governance Card template? Check the pinned comment.

What you’ll learn

Systems trade-offs you can explain in one sentence

Data product SLOs and quality checks that leadership cares about

Dimensional modeling decisions that prevent double counts

SQL plan fluency that cuts p95 from seconds to milliseconds

Maintainability habits that kill “one-off” nightmares

Governance that makes AI safe, auditable, and fundable

Storytelling that gets your work adopted

Resources (Books)

Designing Data-Intensive Applications — Martin Kleppmann
https://amzn.to/45QIzci

Fundamentals of Data Engineering — Joe Reis, Matt Housley
https://amzn.to/4lMN3Xh

The Data Warehouse Toolkit — Ralph Kimball, Margy Ross
https://amzn.to/45Sd0yH

SQL Performance Explained — Markus Winand
https://amzn.to/4lOy1QK

The Pragmatic Programmer — Andrew Hunt, David Thomas
https://amzn.to/47eXsaz

Data Governance — John Ladley
https://amzn.to/4myGcBZ

Storytelling With Data — Cole Nussbaumer Knaflic
https://amzn.to/4lH98pZ


Resources (Udemy courses to pair with your reading)

• The Complete SQL Bootcamp: Go from Zero to Hero — Jose Portilla
https://click.linksynergy.com/deeplink?id=WuIlwt/6f6I&mid=39197&murl=https%3A%2F%2Fwww.udemy.com%2Fcourse%2Fthe-complete-sql-bootcamp%2F%3FcouponCode%3DPMNVD1525


• Taming Big Data with Apache Spark 4 and Python - Hands On!
https://click.linksynergy.com/deeplink?id=WuIlwt/6f6I&mid=39197&murl=https%3A%2F%2Fwww.udemy.com%2Fcourse%2Ftaming-big-data-with-apache-spark-hands-on%2F%3FcouponCode%3DKEEPLEARNING


• The Complete Hands-On Introduction to Apache Airflow 3 — Marc Lamberti
https://click.linksynergy.com/deeplink?id=WuIlwt/6f6I&mid=39197&murl=https%3A%2F%2Fwww.udemy.com%2Fcourse%2Fthe-complete-hands-on-course-to-master-apache-airflow%2F%3FcouponCode%3DPMNVD1525


How to use this video

For each chapter you read, complete two hands-on labs from the paired course. Reading plus reps beats passive reading every time.


Chapters:
00:00 – Introduction & Why These Books Matter
00:41 – About the Presenter
00:54 – Book 1: Designing Data-Intensive Applications
01:48 – Book 2: Fundamentals of Data Engineering
02:46 – Book 3: The Data Warehouse Toolkit
03:34 – Book 4: SQL Performance Explained
04:25 – Book 5: The Pragmatic Programmer
05:10 – Book 6: Data Governance
06:39 – Book 7: Storytelling with Data
07:26 – Bonus: Top Udemy Courses for Data Engineers
09:11 – 8-Week Data Engineering Roadmap
09:58 – Final Thoughts & Next Steps


What you’ll learn:
• The 7 best books for data engineers (with summa

Support the show

Chris Gambill is a data engineering consultant and educator with 25+ years of experience helping organizations modernize their data stacks. As founder of Gambill Data, he specializes in data strategy, cloud migration, and building resilient analytics platforms for mid-market and enterprise clients. He’s passionate about making real-world data engineering accessible.

Connect with Chris on LinkedIn or learn more at gambilldata.com.

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Data With DirectionBy Chris Gambill | Gambill Data