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Switch from Lebesgue to Causality Engine

Lebesgue uses competitive benchmarking + marketing audit. Causality Engine uses causal inference on your GA4 export. There is nothing to migrate: the first read takes 1 to 2 minutes, and you can run both side by side.

€99 once, excl. VAT. Keep Lebesgue running while you compare.

What Lebesgue's terms say, before you leave.

Short answer: there is nothing to migrate. Keep Lebesgue running, upload your GA4 export, and compare the two for a month. Cancel only if the comparison says so, on the terms below.

Contract
Monthly or annualapps.shopify.com/advertising-insights, read
Refunds
Not stated on its public pages
Free trial or plan
Free plan; 14-day free trial on paid planslebesgue.io/pricing, read
Billing
Subscription, $79/molebesgue.io/pricing, read
Price rises with
Not stated on its public pages

Lebesgue and Causality Engine, fact by fact

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.

How to switch, in five steps.

  1. No cancellation required yet

    Keep Lebesgue running (its terms: monthly or annual). Causality Engine reads your GA4 CSV export, so nothing conflicts and no data moves between the two.

  2. Upload your GA4 CSV (no integration required)

    Export 12 months or more of GA4 data and upload it. Longer reads better. No OAuth, no pixel, no code, no DNS changes. Shopify native is on the roadmap.

  3. Run your first analysis

    What each channel caused, next to last-click, with a data-health score on each, 1 to 2 minutes after the upload. Compare it with what Lebesgue was telling you.

  4. Evaluate side by side

    Run both for a month and compare them channel by channel. Where they disagree is where a budget decision is at stake.

  5. Cancel Lebesgue when ready

    Only if the side-by-side says you should. Nothing in Causality Engine depends on Lebesgue being gone.

What to weigh before you leave Lebesgue

Lebesgue uses competitive benchmarking + marketing audit and is best for Shopify brands wanting competitive insights and ad auditing. Where it differs from a causal read:

  • Benchmarking/audit tool, not true attribution
  • Reports credit and behaviour, not a counterfactual estimate of what a channel caused
  • No causal inference methodology
  • Competitive data is directional not precise

Questions about leaving Lebesgue

  • Can I cancel Lebesgue at any time?
    What Lebesgue states: Monthly or annual.Source: apps.shopify.com/advertising-insights, read .
  • Does Lebesgue have a free trial or plan?
    What Lebesgue states: Free plan; 14-day free trial on paid plans.Source: lebesgue.io/pricing, read .
  • Can I run Lebesgue and Causality Engine side by side?
    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.