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Persistent Direct Tables

Accelerating Looker Dashboards with BigQuery BI Engine

September 14, 2026

BI Engine is the cheapest dashboard-latency win available to a Looker team on BigQuery, and most instances use it badly or not at all. This tutorial covers how BI Engine acceleration actually works, which Looker query patterns it accepts, how to size a reservation, how to prove hit rates from INFORMATION_SCHEMA and System Activity, and how to model LookML so your tiles stay in the accelerated path.

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Persistent Derived Tables: When and How to Use Them

August 25, 2026

Derived tables can be a powerful tool in a Looker developer's arsenal. They allow you to create tables on-the-fly from existing tables, essentially enabling you to perform ETL (extract, transform, load) operations directly within Looker. Looker's LookML provides two types of derived tables: non-persistent and persistent. In this post, we will focus on Persistent Derived Tables (PDTs), understand when to use them, and delve into the how.

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