Causality Engine vs Triple Whale vs Northbeam vs Rockerbox: Attribution Accuracy Compared

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By Joris van Huët, Founder & CEOUpdated 2026-10-062 min read

Causality Engine vs Triple Whale, Northbeam and Rockerbox: at a glance

Short answer: Triple Whale uses pixel-based multi-touch attribution, Northbeam uses machine-learning multi-touch attribution and Rockerbox uses multi-touch attribution, MMM and control-group incrementality testing. Causality Engine is compatible with all of them: it installs nothing and reads the GA4 export you already have, so it adds a read of what each channel caused on top of whichever you keep, for €99.

Scroll the table sideways for every column.

Causality Engine compared with Triple Whale, Northbeam and 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	Triple WhaleShopify-native analytics dashboard	NorthbeamMulti-touch attribution for scaling DTC brands	RockerboxOmnichannel marketing measurement
Compatible with Causality Engine	It is the layerReads your GA4 export	YesKeep Triple Whale, add the read	YesKeep Northbeam, add the read	YesKeep Rockerbox, add the read
Pay once, no subscription	Yes€99 per read; Pro at €299 a month is optional	SubscriptionFree plan; paid from $219/mo	Subscription$1,500/mo (Starter)	No public priceQuoted through sales
Price stays flat as you grow	Yes€99 a read, whatever your revenue or ad spend	Not stated	NoPriced on your ad spend	Not stated
Money back if it does not help	YesFull refund within 30 days, no questions asked	Not stated	Fees are non-refundable¹	Not stated
Method	Causal inference on your GA4 export	Pixel-based multi-touch attribution	Machine-learning multi-touch attribution	Multi-touch attribution, MMM and control-group incrementality testing
Starting price	€99 once, excl. VAT	Free plan; paid from $219/moapps.shopify.com/triplewhale-1, read 2026-10-12	$1,500/mo (Starter)northbeam.io/pricing, read 2026-10-12	Custom (enterprise)
Pricing model	€99 per read, or Pro at €299 a month	Free plan; Foundation $219/mo and Automate $749/mo on its Shopify App Store listing, or yearly with 17% off	Plans by ad spend: Starter $1,500 (under $1.5M a year), Professional $3,500 a month, Growth and Enterprise quoted; price informed by pageviews	Enterprise; pricing not publicly listed
Setup	Upload a GA4 export; results in 1 to 2 minutes	Pixel install on the store	Managed onboarding via integration	Enterprise onboarding (integration-based)
Best for	Ecommerce brands on GA4 spending on two or more channels	Shopify brands at scale wanting a unified dashboard	DTC brands scaling paid media, from Shopify Starter up to enterprise	Omnichannel brands with offline spend
How it gets your data
Needs its own pixel, tag or SDK	NoNothing to install	Yes²	Yes³	Yes⁴
Works with Google Analytics 4	YesA GA4 export is the input	Yes⁵	Not stated	Yes⁶
Native store integrations	Any store that runs GA4Shopify, WooCommerce, Shopware, Magento or a custom build	Shopify, Amazon⁷	Shopify, Amazon⁸	Shopify, WooCommerce, Magento / Adobe Commerce⁹
Server-side tracking or conversion APIs	NoIt reads data you already collect	Yes¹⁰	Yes¹¹	Yes¹²
What it measures
Multi-touch attribution	NoCausal attribution: what each channel caused	Yes¹³	Yes¹⁴	Yes¹⁵
Marketing mix modelling	No	Yes¹³	Yes¹⁶	Yes¹⁷
Incrementality or holdout tests	NoNo test to run	Yes¹³	Yes¹⁸	Yes¹⁹
Post-purchase surveys	No	Yes²⁰	Not stated	Not stated
How you buy it
Self-serve sign-up	YesUpload at /start	Yes²¹	No²²	No²³
Free trial or free plan	First finding freeThe €99 read is refundable within 30 days	Free plan²⁴	Demo only²⁵	Demo only²⁶
Billing terms	None for the readPro is billed monthly, cancel any time	Monthly or annual²⁷	Monthly on Starter; annual on Professional and Enterprise²⁸	Annual (12-month term, auto-renews)²⁹
Who makes it
Headquarters	Utrecht, Netherlands	Columbus, United States³⁰	San Francisco, United States³¹	New York, United States³²
Founded	2023	2021³³	2019³⁴	2013³⁵
States EU data hosting	YesPrimary infrastructure in the EU, per our privacy policy	Not stated	Not stated	Not stated
What reviewers say
G2	Not listed yet	Not stated	Not stated	Not stated
Capterra	Not listed yet	5.0 stars (1 review)³⁶	3.5 stars (2 reviews)³⁷	4.0 stars (1 review)³⁸
Shopify App Store	No appNothing to install	4.0 stars (92 reviews)³⁹	Not stated	4.5 stars (12 reviews)⁴⁰

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. northbeam.io/terms-conditions: “Except as expressly set forth herein or in an Order Form or SOW, all Fees are fully earned and non-refundable when due.”
2. apps.shopify.com/triplewhale-1: “Pixel: Capture customer behavior other platforms miss to power true attribution”
3. docs.northbeam.io/docs/non-shopify-installation: “1. Install the Northbeam Pixel | Visits and page views on every page | Required … The pixel must run on every page of your site.”
4. 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.”
5. intercom.help/triple-whale/en/articles/14795359-how-triple-whale-uses-your-ga4-data: “Your connected GA4 property (optional): Google Analytics 4 data that Triple Whale pulls in and displays on dedicated GA4 dashboards and tables.”
6. help.rockerbox.com/article/lfzrks8dkf-google-analytics-4: “The Google Analytics 4 integration allows Rockerbox to access aggregate reporting from the GA4 Data API.”
7. apps.shopify.com/triplewhale-1: “Integrate Ads, Amazon, Email, SMS & More”
8. docs.northbeam.io/docs/integrations-and-utms: “Northbeam has native integrations with: … Amazon Seller”
9. rockerbox.com/integrations: “Ecommerce … Shopify has you covered. … Magento … with Rockerbox's tracking pixel. WooCommerce … delivers pixel-based marketing measurement in Rockerbox.”
10. intercom.help/triple-whale/en/articles/9482981-sonar-optimize-data-enrichment-for-meta: “If this is your first time configuring the Meta CAPI integration, the card shows a Set Up button”
11. docs.northbeam.io/docs/northbeam-apex: “The current version of Apex sends order-level data to Meta via CAPI and is the foundation for active Meta-side optimization.”
12. 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”
13. apps.shopify.com/triplewhale-1: “Compass: MMM + Multi-Touch Attribution + Incrementality Testing”
14. northbeam.io/pricing: “Independent, first-party multi-touch attribution across all your ad channels”
15. rockerbox.com/plans: “Customizable Attribution Models: Tailor how credit is distributed across touchpoints based on your business needs.”
16. northbeam.io/pricing: “Media mix modeling made fast, easy, and flexible.”
17. rockerbox.com/plans: “Rockerbox's MMM product makes it easier than ever to leverage this statistical modeling technique”
18. northbeam.io/products/incrementality: “Save time and money with Northbeam's easy-to-set-up and laser-accurate incrementality testing.”
19. rockerbox.com/plans: “Testing: Uncover the incrementality of your marketing with Rockerbox. Our fully managed offering allows you to determine the incremental impact”
20. apps.shopify.com/triplewhale-1: “Standard Post-Purchase Survey”
21. apps.shopify.com/triplewhale-1: “Free plan available … Install”
22. northbeam.io/pricing: “Contact us for a quote … book a demo”
23. rockerbox.com/plans: “Talk to an Expert … Request a Demo”
24. apps.shopify.com/triplewhale-1: “Free plan available”
25. northbeam.io/pricing: “book a demo”
26. rockerbox.com/plans: “Request a Demo”
27. apps.shopify.com/triplewhale-1: “$219 / month or $2,190/year and save 17%”
28. northbeam.io/pricing: “Our Starter plan offers month-to-month usage-based pricing … our Professional and Enterprise plans are annual terms with annual, or semi-annual billing”
29. rockerbox.com/tc-05.2021-0-0: “This Agreement shall automatically renew for successive twelve (12) month periods at Rockerbox's then current rates”
30. linkedin.com/company/triple-whale: “Headquarters Columbus, Ohio”
31. linkedin.com/company/northbeam: “Headquarters San Francisco”
32. rockerbox.com/privacy: “Rockerbox, Inc. is a marketing attribution and measurement company headquartered at 462 Broadway, New York, NY 10013, USA.”
33. linkedin.com/company/triple-whale: “Founded 2021”
34. northbeam.io/about-us: “Since our founding in 2019”
35. linkedin.com/company/rockerbox: “Founded 2013”
36. capterra.com/p/10006854/Triple-Whale: “5.0 (1) … Overall rating Based on 1 user reviews”
37. capterra.com/p/10003962/Northbeam: “3.5 (2) … Overall rating Based on 2 user reviews”
38. capterra.com/p/177885/Rockerbox-Attribution-Platform: “4.0 (1) … Overall rating Based on 1 user reviews”
39. apps.shopify.com/triplewhale-1: “Rating 4.0 (92)”
40. apps.shopify.com/rockerbox: “Rating 4.5 (12)”

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

Key Takeaways

Competitors distribute credit using rules (linear, time-decay, position-based).
Competitors show touchpoint sequences without causal relationships.

The Fundamental Difference: Correlation vs Causation

Marketing attribution tools fall into two categories: those that measure correlation (what channels were present before a sale) and those that measure causation (what channels actually drove the sale).

Correlation-based tools (Triple Whale, Northbeam, Rockerbox): These tools track which channels a customer interacted with before purchasing, then distribute credit using rules. They cannot tell you what would have happened if you removed a channel.

Causation-based tools (Causality Engine): Causality Engine uses causal inference on the GA4 history you already have to estimate what each channel caused.

Causality Engine vs Triple Whale

See also: Triple Whale Pricing Breakdown: Is It Worth It for Your Shopify Store?

See also: Cancelling Triple Whale - What to Replace It With

Triple Whale uses pixel-based tracking and multi-touch attribution models.

Key difference: Triple Whale tells you which channels a customer touched. Causality Engine reads one file, the Attribution paths export from GA4, and shows what each channel caused next to what last-click gave it.

Causality Engine vs Northbeam

Causality Engine uses causal inference.

Key difference: Northbeam distributes credit across touchpoints using ML models. The read works on GA4 channel groups, not campaigns or creatives, and it is a one-off read rather than a daily dashboard.

Causality Engine vs Rockerbox

Rockerbox provides multi-touch attribution with media mix modeling capabilities. It offers broad channel coverage including offline channels.

Key difference: Rockerbox serves enterprise brands across all industries.

Go deeper: Causal attribution, explained.

Sixty-second versions of these ideas: Causality Engine on YouTube Shorts.

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