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This document outlines the design of a dbt project aimed at delivering an outstanding business user experience at Mixbook, catering specifically to analysts and stakeholders who are proficient Looker users.
Introduction
The ultimate output of the dbt transformations will be well-structured data marts (dimensions, facts and wide tables) and insightful reports (dashboard-ready tables).
Business users should't filter out non-customer users or determine which order item shouldn’t be counted. These complexities should be handled within the dbt pipelines.
Predicate pushdown (also called filter pushdown) is an optimization technique where filtering conditions (WHERE clauses) are applied as early as possible in a query's execution plan. This reduces the amount of data read and processed, improving performance.
In Amazon Redshift, pushing down filters before joins or aggregations minimizes the amount of data that needs to be loaded into memory or shuffled across nodes, leading to significant performance gains.
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