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SegmentStream vs Causality Engine

SegmentStream is best for enterprise brands with large budgets and data science teams. 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 SegmentStream; use us as the causal second opinion.

Side by side. Every fact sourced.

Short answer: Keep SegmentStream. 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 SegmentStream's ML conversion probability modeling, for €99.

Scroll the table sideways for every column.

Causality Engine compared with SegmentStream: data, measurement, buying, company and reviews. Vendor facts read 12 October 2026, each with its source below the table.
Compared onCausality EngineThe layer on topSegmentStreamAI-powered conversion modeling
Compatible with Causality EngineIt is the layerReads your GA4 exportYesKeep SegmentStream, add the read
Pay once, no subscriptionYes€99 per read; Pro at €299 a month is optionalNo public priceQuoted through sales
Price stays flat as you growYes€99 a read, whatever your revenue or ad spendNot stated
Money back if it does not helpYesFull refund within 30 days, no questions askedFees are non-refundable1
MethodCausal inference on your GA4 exportML conversion probability modeling
Starting price€99 once, excl. VATCustom pricingsegmentstream.com/pricing, read
Pricing model€99 per read, or Pro at €299 a monthPriced per project after a discovery call, scaled by channels, data volume and expert involvement; no per-seat charge
SetupUpload a GA4 export; results in 1 to 2 minutes2 to 4 weeks
Best forEcommerce brands on GA4 spending on two or more channelsEnterprise brands with large budgets and data science teams
How it gets your data
Needs its own pixel, tag or SDKNoNothing to installYes
Works with Google Analytics 4YesA GA4 export is the inputYes2
Native store integrationsAny store that runs GA4Shopify, WooCommerce, Shopware, Magento or a custom buildShopify3
Server-side tracking or conversion APIsNoIt reads data you already collectYes4
What it measures
Multi-touch attributionNoCausal attribution: what each channel causedYes5
Marketing mix modellingNoNot stated
Incrementality or holdout testsNoNo test to runYes6
Post-purchase surveysNoNot stated
How you buy it
Self-serve sign-upYesUpload at /startNo7
Free trial or free planFirst finding freeThe €99 read is refundable within 30 daysNo published plans; discovery call8
Billing termsNone for the readPro is billed monthly, cancel any timeFixed initial term per order form; auto-renews for 12 months9
Who makes it
HeadquartersUtrecht, NetherlandsLondon, United Kingdom10
Founded2023201811
States EU data hostingYesPrimary infrastructure in the EU, per our privacy policyYes12
What reviewers say
G2Not listed yetNot stated
CapterraNot listed yetNot stated
Shopify App StoreNo appNothing to installNot 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. 1. segmentstream.com/legal/msa: “(c) are non-cancelable and all payments are non-refundable.”
  2. 2. segmentstream.com/integrations: “Works with your existing web & app event tracking. … Google Analytics 4”
  3. 3. segmentstream.com/integrations: “Commerce … Orders, subscriptions, and billing from your commerce and payment platforms. … Shopify Stripe”
  4. 4. segmentstream.com/integrations: “Forward qualifying conversions via server-side conversion tracking with conversion values and CRM identifiers for improved algorithmic bidding.”
  5. 5. segmentstream.com: “Cross-Channel Attribution … First-Click Last Paid Click Multi-Touch + more models”
  6. 6. segmentstream.com/measurement-engine/incrementality: “Incrementality Testing with Geo Holdout Experiments”
  7. 7. segmentstream.com/pricing: “Scoped to your business, priced after discovery. … One discovery call, then one proposal.”
  8. 8. segmentstream.com/pricing: “Book a discovery call with our senior measurement partner.”
  9. 9. segmentstream.com/legal/msa: “these Terms shall automatically renew for a successive period of twelve (12) months (each a "Renewal Term")”
  10. 10. linkedin.com/company/segmentstream: “Headquarters London, England”
  11. 11. segmentstream.com/about: “We started SegmentStream in 2018.”
  12. 12. segmentstream.com/trust: “Your data is stored in an isolated dataset on Google Cloud Platform in the region you select (EU or US).”

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

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 SegmentStream falls short

  • Sales-led onboarding with a paid proof of concept
  • Consulting-heavy model
  • ML modeling not causal inference
  • Enterprise-only pricing

What Causality Engine does differently

  • No pixel and no tag. It reads the GA4 export you already have, where SegmentStream 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.

SegmentStream and Causality Engine: questions

  • What does SegmentStream cost?
    SegmentStream publishes no price: it is quoted through sales.
  • How does SegmentStream measure, and how does Causality Engine?
    SegmentStream: ML conversion probability modeling. Causality Engine: causal inference on your GA4 export, showing what each channel caused next to what last-click gave it.
  • 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 SegmentStream?
    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.