dbt Advanced

Welcome to the dbt Advanced training site! This site contains lab exercises for the training and it will be your practical guide to mastering dbt (data build tool). Whether you're a beginner or an experienced data engineer, this repository will provide you with hands-on exercises and real-world examples to enhance your skills and understanding of dbt's capabilities. 
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dbt™ Advanced (3 days)

Why take this course?

Take your dbt skills to the next level and learn how to design and build production-grade analytics projects.

Who is this for?

For analytics engineers, developers, and technical POs/PMs who know the basics of dbt and want to deepen their skills.

What is expected from you?

You should already be familiar with dbt fundamentals: models, sources, tests, and the basics of dbt Cloud. Solid SQL skills are a must.

What you will learn?
  • Capture historical changes with snapshots and manage static data (CSV) using seeds
  • Build fast, scalable models with incremental strategies
  • Optimize dbt models for cost and performance
  • Use dbt Packages to reuse logic and standardize across teams
  • Design production-ready, governed data products
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Whether you're onboarding your first dbt developers or rolling out analytics workflows across thousands of users, Breakout Labs delivers practical, high-impact training that scales and enable your data team.

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