This project is an end-to-end analytics engineering implementation built on the Olist Brazilian E-Commerce and Marketing Funnel datasets. It demonstrates how raw marketplace data can be transformed into trusted, analytics-ready facts and dimensions using modern analytics engineering best practices. The project applies a dbt-first approach with layered modeling, testing, documentation, snapshots, and reusable macros to enable consistent, decision-ready analytics for business stakeholders.