Warehouse-Native Architecture

Your data. Your warehouse. Your results.

GrowthBook queries data in your data warehouse with visible SQL for the most trusted, secure results at the lowest cost.

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Trusted by 3,000+ companies worldwide

Quizlet
Sony
Typeform
Deezer
Mistral AI
Breeze
Treatwell
Clickup
Wikipedia
Upstart
Masterclass
Dropbox
Khan Academy
LA Times
Opera
Pepsi
Quizlet
Sony
Typeform
Deezer
Mistral AI
Breeze
Treatwell
Clickup
Wikipedia
Upstart
Masterclass
Dropbox
Khan Academy
LA Times
Opera
Pepsi

What is warehouse-native software?

Warehouse-native software sits on top of your data warehouse (Snowflake, BigQuery, Databricks, Redshift, etc.). No more piping data to a black box for answers you can’t verify. Build smarter with a single source of truth, world-class feature flags, and a powerful statistics engine that works with your existing data warehouse.

Keep data secure and private

The largest companies in the world trust our warehouse-native architecture.

SOC 2, Type II and GDPR compliant with full encryption for data at rest and in transit.

Warehouse-native security ensures your sensitive customer data never leaves your environment.

Self-hosted and air-gapped options available for teams requiring complete infrastructure control.

See Security
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Reproduce results, gain trust

No more discrepancies between your warehouse and your experimentation tool. A warehouse-native architecture combined with SQL transparency provides complete visibility and control. When you get a surprising result, you can drill into the data to understand why and confirm the calculations. Results you can reproduce are results you can trust.

See Experimentation
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Measure success your way

Write your own metrics with SQL. Standardize with a metrics library so everyone analyzes and measures success the same way. The data is already in your warehouse. Just define your metrics. No limitations on joins, aggregations, or business logic.

For Data Teams
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Control costs

Warehouse-native architecture means you're not paying twice for the same data. We built GrowthBook to be cheaper and more performant than you could build on your own. Incremental refresh, intelligent fact tables, data partitions, smart refresh and many more optimizations can reduce query costs by 90%.

More Pricing & Plans
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GrowthBook Cloud Architecture

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Getting started with GrowthBook

GrowthBook works natively with your data warehouse, event trackers, and existing data pipelines. No more data engineering and reconciliation headaches.

One warehouse-native platform for modern product development

Experimentation

Add rigorous experimentation to any feature flag in minutes.
See Experimentation

Feature Flags

Ship features instantly, ramp safely rollout, scale without lag.
See Feature Flags

Product Analytics 

Turn data into insights anyone can explore, act on, and share.
See Product Analytics
Testimonials

“GrowthBook gave us a modern experimentation and release platform that actually fits how Dropbox works. We can run analytics directly on our data lake, roll features out safely in stages, and support teams across different stacks without duplicating data or tooling.”

Alex Kalish
Engineering Manager, Dropbox

“Being able to turn a feature on and off with a flip of a switch 
is fantastic... That’s so much easier than having to do a deploy or a roll-back.”

John Resig
Chief Software Architect, Khan Academy

“People only see the wins, but there’s actually greater value in avoiding losses. We’ve stopped changes that could have cost millions.”

Merritt Aho
Digital Analytics Lead at Breeze Airways

“GrowthBook has changed the way we think about experiments... It allowed us to uplevel our code, speed up decision-making, and focus on what we do best.”

Diego Accame
Director of Engineering, Upstart

“Experimentation showed what customers actually do rather than what we assume they’ll do.”

Marek Maciusowicz
Head of Engineering, Treatwell

“We don’t need any code changes, we don’t need an app release. We just configure the new tests and launch right away.”

Filipa Batista
Product Manager, Lingokids

"We are always experimenting now. It’s a natural part of product development. This is due to GrowthBook and the ease of usage both in the UX and in the seamless integration with Snowflake/DWH."

Fredrik Jørgensen
Head of Insight, Retail Platform, Oda

"GrowthBook's results speak for themselves. Every time we do a test, we see benefits for our audiences and our partners. These posters are our one shot, and we wouldn't want to fly blind."

Senior Director
Head of Insight, TodayTix

“GrowthBook lets us build experiments exactly how we want. The ability to target based on culture and geography, as granular as needed, is a major win for us.”

Eslam Samy
Data Scientist, Floward

"GrowthBook's results speak for themselves. Every time we do a test, we see benefits for our audiences and our partners. These posters are our one shot, and we wouldn't want to fly blind."

Senior Director
Head of Insight, TodayTix

"We are always experimenting now. It’s a natural part of product development. This is due to GrowthBook and the ease of usage both in the UX and in the seamless integration with Snowflake/DWH."

Fredrik Jørgensen
Head of Insight, Retail Platform, Oda

“GrowthBook gave us a modern experimentation and release platform that actually fits how Dropbox works. We can run analytics directly on our data lake, roll features out safely in stages, and support teams across different stacks without duplicating data or tooling.”

Alex Kalish
Engineering Manager, Dropbox

FAQs

Warehouse-native means GrowthBook queries your data where it already lives (Snowflake, BigQuery, etc.) instead of copying it into our systems. Benefits: no data duplication costs, complete data ownership, use your existing metrics definitions, and total transparency into how results are calculated.

GrowthBook works with Snowflake, BigQuery, Databricks, Redshift, ClickHouse, Postgres, MySQL, Athena, Presto, and more. We also support 15+ event trackers, including Segment, Mixpanel, Amplitude, and Google Analytics.

No. If you don't have a data warehouse, you can use GrowthBook’s Managed Warehouse to start experimenting immediately—no infrastructure required. Migrate to your own warehouse when you're ready.

Yes. Forgot to track something? Add new metrics to past experiments and capture insights without re-running tests. The data is already in your warehouse. Just add the metric to your experiment and analyze the results.

Your data never leaves your data warehouse. For cloud deployments, only aggregate data is shared, no PII ever leaves your data warehouse. For self-hosted deployments, you maintain complete control over all your data to comply with data residency requirements for GDPR, HIPAA, and other regulations.

Ready to ship faster?

No credit card required. Start with feature flags, experimentation, and product analytics — free.

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