BigQuery for GA4 Training Programs

The GA4 export holds every event your property collects, unsampled and unaggregated. This in-house program builds working command of that data in BigQuery, from SQL fundamentals to the queries your reporting depends on, delivered in person or live online by the practitioners who model GA4 data for global brands every week.

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global brands

What you'll learn

Working command of the GA4 export in BigQuery, built on your own data and aimed at the questions the interface cannot answer.

The GA4 Export Schema

Understand how GA4 lands its data: nested events, parameters, and user properties. Your team knows where every field sits before it writes a line of SQL.

SQL for GA4 Data

Write the SELECT, JOIN, and aggregation patterns the export demands. Your team works confidently with nested and repeated fields from the first session

Sessions, Users & Events

Rebuild GA4 metrics from raw events, and see why they differ from the interface. Your team can explain a discrepancy rather than escalate it.

Funnels & User Journeys

Build funnel, path, and cohort analysis beyond the limits of Explorations. Your team answers sequence and retention questions at the depth the business needs.

Joining Commercial Data

Bring CRM, cost, and margin data alongside behavioral events. Your team reports on revenue, margin, and lifetime value against real behavior.

Cost, Performance & Governance

Partition, cluster, and control what a query costs before it runs. Your team keeps the warehouse fast and the bill predictable as volumes grow.

How the program runs

A program designed to embed capability.

01
Assess the baseline

A skill assessment benchmarks each person's level and goals. Where mixed teams train at different levels, it places each cohort and shapes the curriculum before anyone enters a room.

02
Tailor to your stack

Content built on your GA4 export, your BigQuery project, and your use cases, directly applicable to each person’s day-to-day role.

03
Deliver live, hands-on

Live, interactive sessions with working exercises, real-time Q&A, and application tasks between sessions.

04
Embed the capability

A post-training assessment demonstrates measured uplift, with results you can put in front of leadership. Session recordings, take-home SOPs and templates, and 30 days of follow-up support keep the new practice compounding.

Programs by level: placed by the assessment

The baseline assessment places each cohort. Every module trains on your GA4 export, against your own analytical questions. The sequence flexes with the results.

01
An Introduction to BigQuery for GA4

An initial program that takes analysts from the GA4 interface into the export, and the SQL to work with it. Covers:

How the GA4 export is structured and refreshed
Writing SELECT, WHERE, and aggregation queries
Working with nested events and parameters
Rebuilding familiar GA4 metrics from raw events
Reading query cost before running a query

Outcome: your analysts answer their own questions from the export, and can show why a figure differs from the interface.

02
Advanced Analysis in BigQuery

A deep dive into the analysis the GA4 interface limits or samples away. Covers:

Funnel and path analysis at any depth
Cohort, retention, and lifetime value queries
Window functions and sessionization logic
Advertising reports and attribution models for evaluating channel performance
Attribution modeling across the full journey
Publishing results as reporting tables

Outcome: retention, journey, and attribution questions get answered in days, at whatever depth the decision needs.

03
Joining GA4 to Commercial Data

A deep dive into combining behavioral data with the systems that hold revenue and cost. Covers:

Identity and join keys across systems
Loading CRM, cost, and margin data
Reconciling totals against source systems
Modeling revenue, margin, and lifetime value
Handling records that do not match

Outcome: your teams argue channel and product performance in margin and lifetime value, with figures finance recognizes.

04
BigQuery Engineering & Governance

A deep dive for the team responsible for what the warehouse costs and how it scales. Covers:

Partitioning, clustering, and table design
Scheduled queries and materialized views
Access control and row-level security
Cost controls, quotas, and monitoring
Naming standards and documentation

Outcome: your warehouse carries more analysis each quarter while query spend stays inside the budget you set.

Who it's for

Analytics & BI Teams

Practitioners whose questions have outgrown the interface. They leave querying the export directly, and building the reporting tables their dashboards read from.

Data & Analytics Engineers

The people responsible for the warehouse and what it costs. They leave owning table design, scheduling, and the cost controls that keep query spend predictable.

Marketing Teams

Campaign owners who need answers the standard reports will not give. They leave able to brief an analyst precisely, and to read what comes back with judgment.

Ecommerce & Performance Teams

Teams measured on revenue and margin. They leave connecting product and channel performance to the commercial record, at transaction level.

Product & UX Teams

Teams measuring behavior across features and releases. They leave running retention and journey analysis at a depth Explorations cannot reach.

Data Scientists

Practitioners building models on behavioral data. They leave with the export prepared as a modeling input, joined to the commercial record.

Meet your trainers

Your trainers build GA4 export models, reporting tables, and warehouse architecture for global brands every week, and teach on the same patterns they use in that work.

Kayla Smith
Kayla Smith
Solutions Architect
Jan van Rooyen
Jan van Rooyen
Program Manager
Rafeeqah Mollagee
Rafeeqah Mollagee
Solutions Architect
Oleksii Solodukha
Oleksii Solodukha
Engineer & Cybersecurity
Ismaeel Tickley
Ismaeel Tickley
Data Architect
Orlin Krastev
Orlin Krastev
Media & Martech Consultant
Camila Ramos Mori
Camila Ramos Mori
Solutions Architect
Amit Sharma
Amit Sharma
Data Engineer
Mahewash Abdi
Mahewash Abdi
Data Scientist
Esti Wright
Esti Wright
Media Consultant
Candice Raie Erasmus
Candice Raie Erasmus
Program Manager
Aylen Monserrat
Aylen Monserrat
Solutions Architect
Sandeep Kumar
Sandeep Kumar
Technical Consultant
Faranaaz Vraagom
Faranaaz Vraagom
Media Consultant
Brian Maher
Brian Maher
Founder & CEO
Chandrakant Banda
Chandrakant Banda
Data Engineer
Charu Mishra
Charu Mishra
Data Engineer
Nikita Roodt
Nikita Roodt
Program Manager
Snigdha Tanwar
Snigdha Tanwar
Solutions Architect
Hoosain Dalvie
Hoosain Dalvie
Media Consultant
Shreya Midha
Shreya Midha
HR Specialist
Anna Clarke
Anna Clarke
Finance & Operations

Platforms we support

Google Reviews

Working with Adaptive has been a great experience. Not only have they provided in depth training on GA4, but they have also provided ongoing support for our implementation. Their depth of knowledge on GA4 has been instrumental to our set up and kicking off use of data with our team.

Monica Figa
Monica Figa
Associate Director, Data & Insights

Adaptive helped us to architect, implement, train, and support a complicated project servicing a Fortune 100 company. They have been fantastic with their communication, organization and eye for detail in implementation. I would highly recommend working with this team.

George Andersen
George Andersen
Senior Manager, Digital Insights & Analytics

Adaptive did an amazing job helping us to migrate in time to GA4 and also solving a massive regex house of cards issue. Their data layer and hashed id solution has made a massive difference in helping us gain insights and collect game changing data for our business.

Micah Nyatsambo
Micah Nyatsambo
Sr. Director, Digital Engagement Marketing

The team are fantastic to work with. We had an urgent need for additional tracking support and the team was able to get up and running within a matter of a couple of days.

Jessica Williams
Jessica Williams
Director of Strategy

Adaptive did a great job of helping us implement Google Analytics on our site and also of moving us from Universal Analytics to GA4 when the time came. Their process was thorough and easy.

Hampton Stephens
Hampton Stephens
VP of Product

Adaptive is great! They're extremely knowledgeable, flexible, and easy to work with. Their willingness to modify their own process to meet our somewhat non-standard needs is refreshing.

Cole McKussic
Cole McKussic
Director of Data Science

Working with Brian at Adaptive to implement GA4 was a fantastic experience. Quick, professional, and effective, their help has transformed how our company uses data for decision-making.

Ryan Henderson
Ryan Henderson
Marketing Director

Adaptive & Co worked with us at The Shade Store and helped us successfully integrate and upgrade to GA4, and also assisted in our strategic move to Google Tag Manager (GTM).

Justin Hoffman
Justin Hoffman
Senior Vice President Development

We've had an overall fantastic experience with the Adaptive team. Along every step of the way, the team collaborated with us, came up with great ideas. Friendly, enthusiastic, ambitious, and committed.

Jordan Norris
Jordan Norris
Marketing Director

We have been using the Google Analytics consultancy services of Adaptive for a year and a half now and couldn't be happier. Brian & his team are fantastic.

Tim Robertson
Tim Robertson
Chief Digital Officer

A top-notch analytics consultancy, excellent at every service they provide. Look forward to working with them consistently as we harness our data and navigate the changing environment.

Steve Mucciolo
Steve Mucciolo
Global Insights Manager

Adaptive has been great to work with; they are very responsive and always give great advice. I strongly recommend Adaptive to any business looking for a company to help with data analytics consulting.

John Colianne
John Colianne
Digital Marketing Manager

Adaptive has been a huge help to our company, helping us to get set up with GA4, migrating all of our GTM tags over, providing the necessary training, and data visualization.

Joe Lambert
Joe Lambert
Digital Properties Manager

As an individual with a very in-depth understanding of data intelligence and technology, I am comfortable recommending Adaptive to anyone needing assistance setting up complex data engineering and analysis.

Ryan Goldberg
Ryan Goldberg
Director of Insights

Highly recommend! Adaptive set up our organization's Google Analytics/Google Tag Manager and guided us through maintaining our SEO rankings during a major website launch.

Marie von Hafften
Marie von Hafften
Director of Technology

Adaptive are definitely pros with data and have a great depth of understanding and the ability to work with people on a human level. Highly recommend!

Mary O'Rourke
Mary O'Rourke
Vice President of Operations

Since Adaptive implemented our digital marketing program, data has driven every marketing decision. We've seen an immediate impact on performance.

Eoin Whelan
Eoin Whelan
Marketing Manager

We started working with adaptive on GA4, but due their professionalism and expertise, we have continued to work with them on forecasting models and further analytics capabilities.

Matthew Payne
Matthew Payne
Transformation Director

Have worked with this company for several years now, they are very knowledgeable and professional and work quickly. Would highly recommend using them for your Google Analytics consulting.

Eric Nordyke
Eric Nordyke
Co-Founder & Board Member

The team have been a huge help to our company, helping us to get set up with GA4, migrating all of our GTM tags over, providing the necessary training and answering all our questions.

Liam O'Marah
Liam O'Marah
Director of Digital Marketing & Web Strategy

From custom analytics solutions with GA4 and Google Tag Manager to running Google Ads and PPC initiatives, Adaptive is the most competent agency I've worked with -- and that is saying a lot after running high performance marketing agency teams for the better part of a decade. I could not recommend them enough.

JJ Koch
JJ Koch
Director of AI

10+

Years Delivering

30+

Certified Consultants

Global

Delivery

300+

Projects Delivered

Top 3%

Partners

Build a Wider Program

Each pathway is a defined program, with one assessment baseline, sequenced modules, and one measured outcome.

Full-Stack Analyst

GA4 + BigQuery + Data Studio: from interface to raw data access to automated reporting. For teams whose questions have outgrown the interface, and whose reporting still runs on manual exports.

Marketing Activation

GA4 + Google Ads: measurement through to campaign structure, attribution, and audience activation. For teams judged on revenue, where the measurement and the media decisions have to hold together.

Organization-Wide Rollout

Sequenced cohorts across marketing, analytics, and product teams, and across markets and time zones. An executive briefing aligns leadership, then practitioner programs run by role and level, to one shared measurement standard.

Warehouse-Backed Reporting

BigQuery + Data Studio: raw export through to dashboards that run on modeled tables, built once and refreshed on schedule. For teams whose reporting has outgrown what a connector can assemble.

Consent-Aware Analysis

BigQuery + Cookie Consent Management: what consent permits you to collect, and what that leaves in the export. For teams reconciling modeled figures in GA4 against the raw event record.

Attribution in the Warehouse

BigQuery + GA4 + Google Ads: the full journey stitched in the warehouse, with attribution modeled on your own data. For teams whose budget decisions have outgrown platform-reported conversions.

Ready to build your team’s BigQuery capability?

Tell us about your team, and we'll shape the right program and format. Start with Discovery & Consultation, a 30-minute session covering your GA4 export, warehouse setup, and the questions your reporting needs to answer.

Customized to your GA4 export
In-house or remote delivery
Pre & post-training assessments
30 days of follow-up support

Request Consultation & Discovery

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