Build a solid dbt base and learn data modeling and the modern data stack to become an analytics engineer
Build automated and reliable pipelines to deploy, test, run, and monitor ELTs with dbt Cloud
Guided dbt + Snowflake project to build a pattern-based architecture that delivers reliable datasets
Description
dbt Cloud helps professional analytics engineers automate the application of powerful and proven patterns to transform data from ingestion to delivery, enabling real DataOps.
This book begins by introducing you to dbt and its role in the data stack, along with how it uses simple SQL to build your data platform, helping you and your team work better together. You’ll find out how to leverage data modeling, data quality, master data management, and more to build a simple-to-understand and future-proof solution. As you advance, you’ll explore the modern data stack, understand how data-related careers are changing, and see how dbt enables this transition into the emerging role of an analytics engineer. The chapters help you build a sample project using the free version of dbt Cloud, Snowflake, and GitHub to create a professional DevOps setup with continuous integration, automated deployment, ELT run, scheduling, and monitoring, solving practical cases you encounter in your daily work.
By the end of this dbt book, you’ll be able to build an end-to-end pragmatic data platform by ingesting data exported from your source systems, coding the needed transformations, including master data and the desired business rules, and building well-formed dimensional models or wide tables that’ll enable you to build reports with the BI tool of your choice.
What you will learn
Create a dbt Cloud account and understand the ELT workflow
Combine Snowflake and dbt for building modern data engineering pipelines
Use SQL to transform raw data into usable data, and test its accuracy
Write dbt macros and use Jinja to apply software engineering principles
Test data and transformations to ensure reliability and data quality
Build a lightweight pragmatic data platform using proven patterns
Write easy-to-maintain idempotent code using dbt materialization
Roberto Zagni is a senior leader with extensive hands-on experience in data architecture, software development and agile methodologies. Roberto is an Electronic Engineer by training with a special interest in bringing software engineering best practices to cloud data platforms and growing great teams that enjoy what they do. He has been helping companies to better use their data, and now to transition to cloud based Data Automation with an agile mindset and proper SW engineering tools and processes, aka DataOps. Roberto also coaches data teams hands-on about practical data architecture and the use of patterns, testing, version control and agile collaboration. Since 2019 his go to tools are dbt, dbt Cloud and Snowflake or BigQuery.
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