Labs4Change

Looker & LookML Training

Looker training run on your own codebase

Hands-on Looker and LookML training that takes your team from fundamentals through advanced patterns — project structure, refinements, derived tables, fanouts, caching, and data testing. Every session is worked through on your real LookML and tailored to your modeling standards. Built by the team that trained more than 16,000 analytics engineers. From $2,000 per session.

Curriculum

Tailored to your team and codebase

LookML fundamentals

Project structure, views, dimensions, measures, and the substitution operator rules that cause most beginner bugs.

Refinements & derived tables

Refinements over extends, native vs SQL derived tables, primary keys, and when to push logic into dbt instead.

Explores, joins & fanouts

Join relationships, symmetric aggregates, and how to avoid the silent measurement errors that fanouts introduce.

Caching & performance

Datagroups over persist_for, aligning cache with your ETL, and writing LookML that does not hammer the warehouse.

Proof point

16,000+ analytics engineers trained and counting. The curriculum is the same set of patterns we apply in real audits and implementations — not theory.

Frequently asked questions

Who is the Looker training for?+

Our workshops are built for analysts and analytics engineers who write or maintain LookML, from teams new to Looker through to experienced teams standardizing on best practices. Each session is run on your real codebase and tailored to your modeling standards.

How much does Looker training cost?+

Looker and LookML training workshops start at $2,000 per session and range to $5,000 depending on depth, audience size, and customization. Multi-session programs are scoped as a package.

Is the training remote or on-site?+

Both. Most workshops run remotely with live, hands-on exercises. On-site delivery is available for larger teams. Either way, sessions are interactive and worked through on your own LookML, not generic slides.

What makes your training different?+

Our team has trained more than 16,000 analytics engineers and delivered 200+ implementations. The material is the same set of patterns we apply in real audits and implementations, taught by senior practitioners on your actual codebase.

Related: Looker & LookML Consulting and the free LookML Best Practices Guide + AI Skill.

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