Dreamdata vs Causality Engine
Dreamdata is best for B2B SaaS companies with long sales cycles. 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 Dreamdata; use us as the causal second opinion.
Side by side. Every fact sourced.
Short answer: Keep Dreamdata. 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 Dreamdata's multi-touch attribution with account-based mapping, for €99.
Scroll the table sideways for every column.
| Compared on | Causality EngineThe layer on top | DreamdataB2B revenue attribution platform |
|---|---|---|
| Compatible with Causality Engine | It is the layerReads your GA4 export | YesKeep Dreamdata, 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 | NoPriced on your traffic or events |
| 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 with account-based mapping |
| Starting price | €99 once, excl. VAT | Free plan; paid plan customdreamdata.io/pricing, read |
| Pricing model | €99 per read, or Pro at €299 a month | Free plan limited by monthly tracked users; the Attribution & Activation plan is priced on request |
| Setup | Upload a GA4 export; results in 1 to 2 minutes | 1 to 2 weeks |
| Best for | Ecommerce brands on GA4 spending on two or more channels | B2B SaaS companies with long sales cycles |
| 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 | Not stated |
| Native store integrations | Any store that runs GA4Shopify, WooCommerce, Shopware, Magento or a custom build | Shopify, BigCommerce2 |
| Server-side tracking or conversion APIs | NoIt reads data you already collect | Yes3 |
| What it measures | ||
| Multi-touch attribution | NoCausal attribution: what each channel caused | Yes4 |
| 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 | Yes5 |
| Free trial or free plan | First finding freeThe €99 read is refundable within 30 days | Free plan; guided free trial on Advanced6 |
| Billing terms | None for the readPro is billed monthly, cancel any time | Not stated |
| Who makes it | ||
| Headquarters | Utrecht, Netherlands | Copenhagen, Denmark7 |
| Founded | 2023 | 20188 |
| States EU data hosting | YesPrimary infrastructure in the EU, per our privacy policy | Yes9 |
| What reviewers say | ||
| G2 | Not listed yet | Not stated |
| Capterra | Not listed yet | 4.8 stars (55 reviews)10 |
| 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. docs.dreamdata.io/article/idkxn5d4ri-setting-up-dreamdata: “it is critical that we track all your visitors via a tracking script you add to all your pages.”
- 2. dreamdata.io/integrations: “BigCommerce powers your online store with a flexible, open SaaS platform ... Shopify Build and scale your e-commerce business with a single, powerful platform.”
- 3. dreamdata.io/tracking: “Yes. Dreamdata supports server-side tracking to capture backend-generated events.”
- 4. docs.dreamdata.io/article/tycc6odb2v-attribution-model: “Dreamdata provides you with 6 attribution models: First-touch, Last-touch, Linear, W-shaped, U-shaped, and Data-Driven attribution models.”
- 5. dreamdata.io/pricing: “Free $0/month ... Start now ... Self-serve onboarding”
- 6. dreamdata.io/pricing: “Try before you buy with our free plan. ... Guided free trial available.”
- 7. linkedin.com/company/dreamdata-io: “Headquarters Copenhagen, Capital Region”
- 8. linkedin.com/company/dreamdata-io: “Founded 2018”
- 9. dreamdata.io/security: “Dreamdata stores your data in data centers within the European Union. Data will only be transferred to other locations at your request.”
- 10. capterra.com/p/197705/Dreamdata-io: “4.8 (55)”
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 Dreamdata falls short
- B2B-only, not built for DTC or ecommerce
- Expensive for mid-market
- Complex multi-week setup
- Correlation-based MTA methodology
What Causality Engine does differently
- No pixel and no tag. It reads the GA4 export you already have, where Dreamdata needs its own tracking on the store.
- 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.
Dreamdata and Causality Engine: questions
What does Dreamdata cost?
Dreamdata publishes no price: it is quoted through sales.Does Dreamdata's price rise as you grow?
Yes. Priced on your traffic or events, according to its pricing page. Causality Engine is €99 a read, whatever your revenue or ad spend.Source: dreamdata.io/pricing, read .How does Dreamdata measure, and how does Causality Engine?
Dreamdata: Multi-touch attribution with account-based mapping. Causality Engine: causal inference on your GA4 export, showing what each channel caused next to what last-click gave it.Does Dreamdata need a pixel or tracking script?
Yes, according to docs.dreamdata.io. Causality Engine needs none: nothing to install.Source: docs.dreamdata.io/article/idkxn5d4ri-setting-up-dreamdata, 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 Dreamdata?
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.