AI-Assisted Analytics Engineering with dbt Copilot
47mIntermediate2025-09-30
Authors

Chris French
Course details
This comprehensive course teaches you how to build robust analytics pipelines using dbt (data build tool) enhanced with AI-powered Copilot capabilities. Learn to transform raw business data into actionable insights by creating staging models, final analytics models, and implementing proper testing and validation procedures. The course emphasizes hands-on learning with real-world lead and opportunity data, showing you how to leverage AI assistance for faster development and better documentation. Check out this course to build a complete conversion analytics pipeline from scratch and understand how to scale these techniques for enterprise-level data operations. If you’re a data professional looking to modernize your analytics workflows with cutting-edge AI tools, this course is for you.
Learning objectives
Set up and configure dbt (data build tool) with AI-powered Copilot to automate analytics pipeline development and leverage artificial intelligence for faster model creation.
Build end-to-end staging and final analytics models using dbt Copilot to transform raw lead and opportunity data into actionable business insights.
Implement comprehensive data validation and testing strategies by creating both automated and custom dbt tests to ensure data integrity throughout your analytics pipeline.
Generate professional documentation and define key business metrics using AI-assisted tools to create maintainable, well-documented analytics infrastructure.
Design and deploy conversion analytics pipelines that can be extended and scaled for advanced business intelligence and reporting needs.
Learning objectives
Set up and configure dbt (data build tool) with AI-powered Copilot to automate analytics pipeline development and leverage artificial intelligence for faster model creation.
Build end-to-end staging and final analytics models using dbt Copilot to transform raw lead and opportunity data into actionable business insights.
Implement comprehensive data validation and testing strategies by creating both automated and custom dbt tests to ensure data integrity throughout your analytics pipeline.
Generate professional documentation and define key business metrics using AI-assisted tools to create maintainable, well-documented analytics infrastructure.
Design and deploy conversion analytics pipelines that can be extended and scaled for advanced business intelligence and reporting needs.
Concepts
Introduction
- Conversion analytics pipeline with dbt Copilot
Getting Started with dbt
- Build smarter pipelines with dbt Copilot workflow
- Load sample pipeline data in dbt - Hands-on data setup tutorial
Build Models with dbt Copilot
- Generate staging model for leads with dbt Copilot
- Summarize lead engagement using dbt Copilot AI
- Build a final analytics pipeline model with dbt Copilot
- Document your dbt model with Copilot
- Explore your dbt model in BigQuery
Turning Data into Insights with Looker Studio, BigQuery, and dbt
- Set up Looker Studio for your dashboard
- Build a conversion pipeline dashboard in Looker Studio
Conclusion
- Stay curious and level up your skills