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Case Study

1 min readJoris van HuëtUpdated Mar 26, 2026

Brands That Switched from Hyros: Their Experience

Discover why Shopify brands moved from Hyros to Causality Engine, choosing Bayesian causal inference for more reliable marketing attribution.

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Brands That Switched from Hyros: Discover why Shopify brands moved from Hyros to Causality Engine, choosing Bayesian causal inference for more reliable marketing attribution.

Read the full article below for detailed insights and actionable strategies.

Channel comparison

Reported vs. true ROAS

Platform-reported numbers double-count assists; causal inference reveals reality

Platform reported
Causal (true)
Meta Ads+122% inflated
5.1x
2.3x
Email+167% inflated
12.0x
4.5x
Google Ads+62% inflated
6.8x
4.2x

Brands That Switched from Hyros: Their Experience

Hyros provides marketing attribution focused on tracking and funnel analytics, but some Shopify brands have found greater value switching to Causality Engine.

Key Differentiators

Bayesian Causal Inference: Offers a statistically valid causal attribution rather than traditional click tracking.

Actionable Attribution: Our platform identifies causal drivers of conversions, not just correlation.

Improved Data Integration: Native Shopify support reduces discrepancies.

Case Example: Brand C

Transitioned in Q2 2025

Achieved 30% improvement in attribution confidence

Reduced ad spend inefficiencies by 20%

Client Statement

"Causality Engine’s causal approach revealed which channels truly move the needle." - Brand C Marketing Director

Explore marketing attribution terminology at Wikidata.

Find more examples in our resources.

Access the platform at app.causalityengine.ai.

View pricing details at pricing.

Enterprise Plans: Custom Attribution for High Volume Brands

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Onboarding: What to Expect in Your First 48 Hours

Causality Engine vs Oribi: Honest Comparison for eCommerce

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Frequently Asked Questions

How does Causality Engine differ from Hyros?

We use Bayesian causal inference to measure true causal effects rather than relying solely on tracking or funnel analytics.

Is the platform compatible with Shopify?

Yes, our platform is natively integrated with Shopify.

Can I migrate my data from Hyros?

We provide assistance during onboarding to import historical and campaign data.

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See which channels actually drive your revenue. Confidence-scored results in minutes — not months. Full refund if you don't see the value.