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Analytics Engineering

Learn analytics engineering by building. A hands-on education platform with a 10-module course (119 lessons), 1,604 graded SQL/Python/dbt exercises across 48 topics, 22 hands-on projects, 106 articles, and free SQL games. Created by Eric Provencio — analytics engineer at Disney, Hulu, Nike, Peloton, and Gopuff.

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llms.txt
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Their llms.txt

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# Analytics Engineering

> Learn analytics engineering by building. A hands-on education platform with a 10-module course (119 lessons), 1,604 graded SQL/Python/dbt exercises across 48 topics, 22 hands-on projects, 106 articles, and free SQL games. Created by Eric Provencio — analytics engineer at Disney, Hulu, Nike, Peloton, and Gopuff.

analyticsengineering.com teaches the modern data stack end to end: SQL, dimensional modeling, dbt, BigQuery, Snowflake, Looker, Python/pandas, and the analytics-engineering career path. Content is organized into topic hubs, a graded practice library, portfolio projects, and **Analytics Engineering Mastery** — a paid course with a BigQuery + dbt + Looker capstone.

Full URL index: [llms-full.txt](https://www.analyticsengineering.com/llms-full.txt)


## Getting started
- [Start here](https://www.analyticsengineering.com/start-here): Onboarding path for new visitors — what to read, practice, or buy first.
- [Intro quiz](https://www.analyticsengineering.com/intro-quiz): Short diagnostic to gauge SQL and analytics-engineering skill level.
- [Learning roadmap](https://www.analyticsengineering.com/roadmap): Personalized study plan built from hubs, practice topics, articles, and course modules.
- [Sample lesson](https://www.analyticsengineering.com/sample-lesson): Free preview of a course lesson.
- [Sample project](https://www.analyticsengineering.com/sample-project): Free preview of a portfolio project walkthrough.

## Flagship public work
- [Interactive SQL join visualizer](https://www.analyticsengineering.com/sql/joins): Inspect matched, unmatched, and multiplied rows.
- [Revenue analysis take-home](https://www.analyticsengineering.com/projects/take-home/revenue-fell-last-month): Versioned ecommerce case with a metric contract, rubric, and optional instructor reference.
- [Workforce employee attrition dataset](https://www.analyticsengineering.com/datasets/workforce-employee-attrition): Synthetic workforce files, documentation, and analysis paths.
- [Metric definition worksheet](https://www.analyticsengineering.com/templates/metric-definition-worksheet): Blank template, completed instructor example, and decision notes.
- [Analytics project README template](https://www.analyticsengineering.com/templates/project-readme): Blank template and completed project example.
- [dbt debugging project](https://www.analyticsengineering.com/projects/data-forge-the-lost-metrics): Recover lost metric definitions and model trust.

## Free open-source toolkit
- [Analytics Engineering Toolkit](https://www.analyticsengineering.com/toolkit): Free, open-source plugin and Agent Skills for repository-aware SQL, dbt, data modeling, metrics, data quality, and pipeline work. In paired evaluation on two unseen task sets, the same agent missed 40% and 38% fewer required checks with the toolkit installed.
- [Install AE Toolkit](https://www.analyticsengineering.com/toolkit/install): Install instructions for Cursor, VS Code, Google Antigravity, Claud
…

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