Integration
Shopify + Meta Ads Attribution: What Meta Caused, No Pixel
Meta says 4.2x ROAS. Your bank account disagrees. Causality Engine uses causal inference on your GA4 data to show what Meta actually caused, next to what last-click gave it, no pixel required.
- What Meta Ads reports4.2x
- On the sales it actually caused1.8x
A read of your own GA4 export shows what Meta Ads actually caused, next to what last-click gave it, with a data-health score on the channel.
Why Meta's numbers don't add up
- Since iOS 14.5, users who opt out of tracking are invisible to the pixel. Meta can't see what it can't track
- Meta's attribution window inflates ROAS by claiming credit for organic purchases
- View-through conversions count someone who saw an ad but never clicked, and bought anyway
- Cross-device journeys are invisible: the TikTok discovery → Google search → Meta retarget path gets 100% Meta credit
- Ad blockers stop the pixel from firing for part of your audience. Meta reports zero for those users
How Causality Engine solves Meta attribution
- No pixel dependency, analyzes your GA4 data directly, immune to iOS tracking blocks
- causal inference separates true Meta-driven sales from coincidental conversions
- Direct is split back to the channels that sent those buyers, so Meta, Google, TikTok, email and organic each get their share
- A data-health score from 0 to 100 on every channel, so you know which numbers you can lean on
- GA4 CSV upload, results in 1–2 min. No code, no DNS changes, no onboarding call. Native Shopify integration is on the roadmap
How to set up Meta Ads attribution
Export your GA4 data
Export 12 months or more of GA4 data. Longer reads better. No app to install, no permissions to grant.
Upload the file
Session and channel data come from the export. No tracking code, no Meta access needed.
See what Meta really caused
Results in minutes, with a data-health score on every channel. Compare Meta's claims to causal truth.
Meta Ads: at a glance
| Metric | Meta Ads reports | Causal read |
|---|---|---|
| Credit for a sale | Sales it claims, by its own rules | What it caused, next to last-click |
| Tracking method | Pixel + modeled | Causal inference |
| Pixel required? | Yes | No |
Terms on this page: Facebook ads, View-through conversion, Attribution window.
Frequently asked questions
Do I need the Meta pixel installed?
No. Causality Engine doesn't use the Meta pixel at all. We read your GA4 export and show what Meta's traffic caused, next to what last-click gave it. There is no pixel of ours to break when iOS changes; the GA4 data itself still works under the same consent and browser limits as GA4.How is this different from Meta's built-in attribution?
Meta has a financial incentive to make its ads look good: it's marking its own homework. Causality Engine is independent. We use causal inference to show what Meta caused, and set it next to last-click from your own export, instead of view-through proxies.Will this work with my Advantage+ campaigns?
Yes, at the channel level. The read works on the channels GA4 records (Meta ad traffic lands in Paid Social when your ads carry UTM tags), so Advantage+, ASC and manual campaigns are all in it. It does not split them from each other.How long does setup take?
About two minutes: export your GA4 data and upload the file. No pixel installation, no developer needed, no 90-day learning period.
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.