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DBT(data build tool) Basic to Advanced Course

person icon Jim Macaulay

4.6

DBT(data build tool) Basic to Advanced Course

Learn dbt (data build tool) in Cloud from basic to advanced, scenarios, test cases, deployment, document generation ,etc

updated on icon Updated on Jul, 2024

language icon Language - English

person icon Jim Macaulay

English [CC]

category icon Development,Data Science,dbt

Lectures -26

Duration -2 hours

4.6

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Course Description

This course provides detailed lectures on dbt Cloud, applying transformations using Sql Statements, performing the test cases during development and deploying the project into the production environment.

Topics covered in the course are:

  • Models

  • Materializations 

  • Tests 

  • Variables

  • Sources

  • Seeds

  • Snapshots

  • Hooks

  • Jinja

  • Macros

  • Deployments

In detail, the course includes the introduction of Models and implementation, Materializations (Table, View, Incremental, and Ephemeral), Test cases with various scenarios using schema.yml file as well as within Sources, creating Seeds and Sources, managing Snapshots, creating Hooks, utilizing Jinja and Macros, Deployment process, defining connection with AWS RDS PostgreSQL instance, various methods to develop a model, referencing the models, deep understanding of dbt_project.yml and schema.yml files, reusability models and functions, efficient way of transformations using SQL, defining global and local variables, defining the variables during run time, interacting with PostgreSQL, dynamic schema generation, dynamic, database object creation, etc.

By the end of the course, you will have proficient knowledge of dbt Cloud, transforming the data in a data warehouse using simple SQL statements, managing the test cases, and deploying the project into the production environment.

This course is meant for Data Engineers, ETL Architects, ETL Developers, Data Analysts, Data Scientists, BI Developers, Database Developers, Data Integration Specialists, Data Architects, and whoever needs to enhance their skill in the field of data engineering and analytics.

Who this course is for:

  • Data Engineers
  • ETL Architects
  • Data Analysts
  • Data Scientists
  • BI Developers

Goals

  • dbt Cloud from basic to advanced

  • Transformations using Select statements in SQL

  • Connecting dbt Cloud to AWS RDS PostgreSQL

  • Materialization - Table, View, Incremental and Ephemeral

  • SCDs using Snapshot

  • Test Cases using Test functionality

  • Jinja and Macros

  • Deployment (CD/CI) - Running in Production

Prerequisites

  • Proficient in SQL and basic knowledge of Git.

DBT(data build tool) Basic to Advanced Course

Curriculum

Check out the detailed breakdown of what’s inside the course

Introduction
2 Lectures
  • play icon What will you learn? 01:00 01:00
  • play icon About the Course? 00:43 00:43
Dbt
2 Lectures
Tutorialspoint
Models
4 Lectures
Tutorialspoint
Materializations
5 Lectures
Tutorialspoint
Tests, Variables, Sources and Seeds
4 Lectures
Tutorialspoint
Snapshots and Hooks
4 Lectures
Tutorialspoint
Jinja and Macros
4 Lectures
Tutorialspoint
Deployment
1 Lectures
Tutorialspoint

Instructor Details

Jim Macaulay

Jim Macaulay


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