Is Causality Engine a Rockerbox alternative?

For self-serve causal and incremental measurement on a GA4 Shopify brand, yes. For enterprise 100+ channel coverage with managed experiments, Rockerbox is purpose-built.

Do you run control-group experiments like Rockerbox?

We infer what each channel caused from your historical data (no holdout to design), and give every channel a data-health score so you know how far to trust the read.

The enterprise platform. Or the answer without procurement.

Choose Rockerbox when you're an enterprise or agency running dozens of channels, you need formal lift experiments and a dedicated success team, and you have the budget and analysts for an enterprise measurement engagement. Choose Causality Engine when you want the causal answer today, self-serve, without a sales cycle or a control-group experiment to design.

Get your first finding free Or book a 30-min call.

€99 once, excl. VAT. Keep Rockerbox; use us as the causal second opinion.

Same question, different answer. Often the opposite answer.

Rockerbox answers: What does a control-group lift test show?MTA + MMM + designed experiments
Causality Engine answers: What spend caused this revenue?Causal inference on history, no experiment to design

Causality Engine compared with Rockerbox
Compared on	Causality Engine	Rockerbox
Causal method	Causal inference on your GA4 export	MTA + MMM + control-group incrementality
Access	Self-serve, upload-and-go	Sales-led, quote, onboarding engagement
Price	€99 per read · €299/mo ProExcl. VAT	Quote-only, enterprise contract
Channels	The channels in your GA4 export	100+ integrated channels
Fits	GA4 ecommerce, founder to mid-market	Enterprise / agency, complex multi-channel

Competitor pricing is each vendor's publicly listed pricing as read on the date shown, and it changes without notice: verify on the vendor's own site before relying on it. Vendors without a public price are marked as such. Comparisons set Causality Engine's one-time €99 analysis against subscription models.

Every fact, sourced. And why you can keep Rockerbox.

Short answer: Keep Rockerbox. Causality Engine is not a replacement for it: it installs nothing and reads the GA4 export you already have, so it adds a read of what each channel caused on top of Rockerbox's multi-touch attribution, MMM and control-group incrementality testing, for €99.

Scroll the table sideways for every column.

Causality Engine compared with Rockerbox: data, measurement, buying, company and reviews. Vendor facts read 12 October 2026, each with its source below the table.
Compared on	Causality EngineThe layer on top	RockerboxOmnichannel marketing measurement
Compatible with Causality Engine	It is the layerReads your GA4 export	YesKeep Rockerbox, add the read
Pay once, no subscription	Yes€99 per read; Pro at €299 a month is optional	No public priceQuoted through sales
Price stays flat as you grow	Yes€99 a read, whatever your revenue or ad spend	Not stated
Money back if it does not help	YesFull refund within 30 days, no questions asked	Not stated
Method	Causal inference on your GA4 export	Multi-touch attribution, MMM and control-group incrementality testing
Starting price	€99 once, excl. VAT	Custom (enterprise)
Pricing model	€99 per read, or Pro at €299 a month	Enterprise; pricing not publicly listed
Setup	Upload a GA4 export; results in 1 to 2 minutes	Enterprise onboarding (integration-based)
Best for	Ecommerce brands on GA4 spending on two or more channels	Omnichannel brands with offline spend
How it gets your data
Needs its own pixel, tag or SDK	NoNothing to install	Yes¹
Works with Google Analytics 4	YesA GA4 export is the input	Yes²
Native store integrations	Any store that runs GA4Shopify, WooCommerce, Shopware, Magento or a custom build	Shopify, WooCommerce, Magento / Adobe Commerce³
Server-side tracking or conversion APIs	NoIt reads data you already collect	Yes⁴
What it measures
Multi-touch attribution	NoCausal attribution: what each channel caused	Yes⁵
Marketing mix modelling	No	Yes⁶
Incrementality or holdout tests	NoNo test to run	Yes⁷
Post-purchase surveys	No	Not stated
How you buy it
Self-serve sign-up	YesUpload at /start	No⁸
Free trial or free plan	First finding freeThe €99 read is refundable within 30 days	Demo only⁹
Billing terms	None for the readPro is billed monthly, cancel any time	Annual (12-month term, auto-renews)¹⁰
Who makes it
Headquarters	Utrecht, Netherlands	New York, United States¹¹
Founded	2023	2013¹²
States EU data hosting	YesPrimary infrastructure in the EU, per our privacy policy	Not stated
What reviewers say
G2	Not listed yet	Not stated
Capterra	Not listed yet	4.0 stars (1 review)¹³
Shopify App Store	No appNothing to install	4.5 stars (12 reviews)¹⁴

Causality Engine installs nothing on your site. It reads the GA4 export you already have, so it runs on top of any tool here without touching its setup. The one condition: GA4 runs on your store too. “Not stated” means we could not find it on the vendor's own pages or listings on 12 October 2026; it does not mean the feature is missing.

Sources, read 12 October 2026

1. help.rockerbox.com/article/ok377m98u4-if-i-have-webhooks-can-i-turn-off-the-onsite-pixel: “Rockerbox requires on-site pixels to match your external user identifier to our cookie identifier.”
2. help.rockerbox.com/article/lfzrks8dkf-google-analytics-4: “The Google Analytics 4 integration allows Rockerbox to access aggregate reporting from the GA4 Data API.”
3. rockerbox.com/integrations: “Ecommerce … Shopify has you covered. … Magento … with Rockerbox's tracking pixel. WooCommerce … delivers pixel-based marketing measurement in Rockerbox.”
4. help.rockerbox.com/article/6lmqnhsp5i-google-conversions-api-capi: “Rockerbox's CAPI for Google Ads allows advertisers to send conversion data directly from Rockerbox to Google”
5. rockerbox.com/plans: “Customizable Attribution Models: Tailor how credit is distributed across touchpoints based on your business needs.”
6. rockerbox.com/plans: “Rockerbox's MMM product makes it easier than ever to leverage this statistical modeling technique”
7. rockerbox.com/plans: “Testing: Uncover the incrementality of your marketing with Rockerbox. Our fully managed offering allows you to determine the incremental impact”
8. rockerbox.com/plans: “Talk to an Expert … Request a Demo”
9. rockerbox.com/plans: “Request a Demo”
10. rockerbox.com/tc-05.2021-0-0: “This Agreement shall automatically renew for successive twelve (12) month periods at Rockerbox's then current rates”
11. rockerbox.com/privacy: “Rockerbox, Inc. is a marketing attribution and measurement company headquartered at 462 Broadway, New York, NY 10013, USA.”
12. linkedin.com/company/rockerbox: “Founded 2013”
13. capterra.com/p/177885/Rockerbox-Attribution-Platform: “4.0 (1) … Overall rating Based on 1 user reviews”
14. apps.shopify.com/rockerbox: “Rating 4.5 (12)”

Every tool we track, on every fact · The same facts as JSON

The short version. What each one is for.

Rockerbox is the most explicitly causal name on this list. It markets MTA, MMM, and incrementality testing with control groups across 100+ channels, and since its 2025 acquisition by DoubleVerify it sits inside serious measurement infrastructure. For a large, multi-channel brand or agency that needs cross-channel rigor and dedicated support, it's a legitimate enterprise choice.

It's also priced and shaped like one: quote-only, with an onboarding engagement (Rockerbox publishes neither prices nor contract terms), and experiment design and configuration to match. It's overkill, in cost and complexity, for a founder-led or mid-market Shopify brand.

Which one is the right call for your situation.

Choose Rockerbox when

you're an enterprise or agency running dozens of channels, you need formal lift experiments and a dedicated success team, and you have the budget and analysts for an enterprise measurement engagement.

Choose Causality Engine when

you want the causal answer today, self-serve, without a sales cycle or a control-group experiment to design. €99, GA4 export in, what each channel caused out. Ideal for brands whose channel mix is Shopify plus the major ad platforms, and for teams who want a causal number before deciding whether they even need an enterprise platform.

Take it to your CFO.

No MSA, no new data pipeline, no code in our stack. A €99 credit-card read versus a multi-quarter enterprise procurement. Use it to size the problem before you size the contract.

The questions buyers ask about us vs Rockerbox.

Is Causality Engine a Rockerbox alternative?
For self-serve causal and incremental measurement on a GA4 Shopify brand, yes. For enterprise 100+ channel coverage with managed experiments, Rockerbox is purpose-built.
Do you run control-group experiments like Rockerbox?
We infer what each channel caused from your historical data (no holdout to design), and give every channel a data-health score so you know how far to trust the read.