Databox vs Causality Engine
Databox is best for teams wanting KPI dashboards across multiple data sources. Choose Causality Engine when you need a defensible per-channel read before a budget decision, from the GA4 export you already have.
€99 once, excl. VAT. Keep Databox; use us as the causal second opinion.
Side by side. Every fact sourced.
Short answer: Keep Databox. 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 Databox's KPI dashboarding (no attribution modeling), for €99.
Scroll the table sideways for every column.
| Compared on | Causality EngineThe layer on top | DataboxBusiness analytics dashboards |
|---|---|---|
| Compatible with Causality Engine | It is the layerReads your GA4 export | YesKeep Databox, add the read |
| Pay once, no subscription | Yes€99 per read; Pro at €299 a month is optional | SubscriptionFree plan; paid from $71/mo billed annually |
| 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 | Fees are non-refundable1 |
| Method | Causal inference on your GA4 export | KPI dashboarding (no attribution modeling) |
| Starting price | €99 once, excl. VAT | Free plan; paid from $71/mo billed annuallydatabox.com/pricing, read |
| Pricing model | €99 per read, or Pro at €299 a month | Free; Analyst $71, Team Core $199, Team Scale $319 a month billed annually; monthly billing also offered |
| Setup | Upload a GA4 export; results in 1 to 2 minutes | 30 minutes |
| Best for | Ecommerce brands on GA4 spending on two or more channels | Teams wanting KPI dashboards across multiple data sources |
| How it gets your data | ||
| Needs its own pixel, tag or SDK | NoNothing to install | No2 |
| 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, BigCommerce3 |
| Server-side tracking or conversion APIs | NoIt reads data you already collect | Not stated |
| What it measures | ||
| Multi-touch attribution | NoCausal attribution: what each channel caused | Not stated |
| Marketing mix modelling | No | Not stated |
| Incrementality or holdout tests | NoNo test to run | Not stated |
| Post-purchase surveys | No | Not stated |
| How you buy it | ||
| Self-serve sign-up | YesUpload at /start | Yes4 |
| Free trial or free plan | First finding freeThe €99 read is refundable within 30 days | Free plan; 14-day free trial of any plan, no payment details5 |
| Billing terms | None for the readPro is billed monthly, cancel any time | Monthly or annual (20% off annual)6 |
| Who makes it | ||
| Headquarters | Utrecht, Netherlands | Boston, United States7 |
| Founded | 2023 | 20128 |
| 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 | 4.6 stars (205 reviews)9 |
| Shopify App Store | No appNothing to install | Not stated |
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. databox.com/terms-of-service: “The Services are billed in advance on a monthly, quarterly or yearly basis (chosen by the user) and are non-refundable.”
- 2. databox.com/pricing: “Sync data from popular tools like HubSpot, Google Analytics 4, Facebook Ads, and more.”
- 3. databox.com/integrations: “Shopify Learn more ... WooCommerce Learn more ... BigCommerce”
- 4. databox.com/pricing: “Self-serve, or let us build it with you”
- 5. databox.com/pricing: “Start free or trial any plan for 14 days.”
- 6. databox.com/pricing: “Databox offers a 20% discount when you choose annual billing.”
- 7. linkedin.com/company/databoxhq: “Headquarters Boston, Massachusetts”
- 8. linkedin.com/company/databoxhq: “Founded 2012”
- 9. capterra.com/p/154024/Databox: “4.6 (205)”
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.
Where Databox falls short
- Dashboard/reporting tool, no attribution
- A reporting and dashboard layer; it does not estimate what caused conversions
- No causal measurement
- Descriptive analytics only
What Causality Engine does differently
- No pixel and no tag. It reads the GA4 export you already have.
- What each channel caused, next to what last-click gave it, with a data-health score on every channel.
- The first number 1 to 2 minutes after the upload, on whatever GA4 history you export; 12 months or more reads best.
- €99 once, excl. VAT. Pro is €299 a month, billed monthly, cancel any time.
- Full refund within 30 days, no questions asked. You keep the read.
Databox and Causality Engine: questions
What does Databox cost?
Databox's pricing page lists Free plan; paid from $71/mo billed annually.Source: databox.com/pricing, read .How does Databox measure, and how does Causality Engine?
Databox: KPI dashboarding (no attribution modeling). Causality Engine: causal inference on your GA4 export, showing what each channel caused next to what last-click gave it.Does Databox need a pixel or tracking script?
No, according to databox.com. Causality Engine needs none: nothing to install.Source: databox.com/pricing, read .What does Causality Engine cost?
The first finding is free and runs in your browser before any signup. The full read is €99 once, excl. VAT, refundable within 30 days, no questions asked. Pro is €299 a month, billed monthly, cancel any time. The price does not rise with revenue, ad spend, orders or traffic.Can I use Causality Engine together with Databox?
Yes. 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.
Keep reading
Four named Dutch brands and our own store, with the figures they let us publish: the case studies.
GA4 export uploadNo pixel1–2 minutes to a first read30-day refund, no questions asked
Your platforms guess.
We run the math.
Upload a GA4 export and see what each channel caused, next to last-click, in 1–2 minutes. The read is yours to keep.
The free finding runs in your browser. Your file never leaves it. The full read is €99, refundable within 30 days, no questions asked. Prices exclude VAT.