{"slug": "show-hn-causality-engine-causal-marketing-attribution-for-e-commerce", "title": "Show HN: Causality Engine – Causal marketing attribution for e-commerce", "summary": "Causality Engine launches a causal marketing attribution tool for Shopify brands, using a proprietary causal-inference model to analyze GA4 exports and reveal which channels drive incremental revenue, priced at €99 per use. The tool targets e-commerce operators with €10k+ monthly revenue and four or more active channels, addressing distrust in platform-reported attribution.", "body_md": "# Most attribution is folklore.\n\nWe do the math.\n\nCausal attribution for Shopify brands.\n\nUpload your GA4 export, see which channels really drove revenue in 5–10 minutes. €99, pay-per-use.\n\nProprietary causal-inference model. No pixel. No SDK. No AI hype.\n\nWorks with the stack you already use\n\n## See the math on a real dashboard.\n\nSample Ecommerce brand. Real causal model. Three minutes.\n\nEnter your work email and we'll send you in.\n\nWe'll send you a link to save your demo session. No spam.\n\n## This is built for a very specific brand. Is it yours?\n\nWe don't serve everyone. We built a precision instrument for one type of e-commerce operator. If this list doesn't describe you, we just saved you a click.\n\nYou use GA4.\n\nEven if you secretly hate what it tells you.\n\nYou do €10k+ revenue per month.\n\nReal revenue. Real ad spend. Real decisions to make.\n\nYou run more than 4 active marketing channels.\n\nMeta, Google, TikTok, email, affiliate, influencer, at least four are live right now.\n\nEvery platform tells you to spend more on that platform.\n\nMeta says scale Meta. Google says scale Google. Each one defending its own budget.\n\nYou suspect your dashboards are lying, the revenue never adds up.\n\nAdd up the platform-reported revenue, compare to your actual orders, and the numbers exceed reality by 30–60%.\n\nChecked all five? You're in the right place.\n\nGet the report\n\n## Email me the data when it drops.\n\nQuarterly causal benchmarks across Ecommerce brands on GA4: paid, organic, email, brand, retention. Free. Citable. No filler.\n\nWe only use your email to send the report. EU data residency. Unsubscribe in one click.\n\n## Your platforms guess.We run the math.\n\nCausal attribution for Shopify brands. Upload your GA4 export, see which channels really drove revenue in 5–10 minutes.\n\nFull refund if you don't see the value. Used by 216+ Shopify brands.\n\n## You have questions.\n\nWe have math.\n\n### I'm using GA4 and I don't trust the attribution numbers. What do I do?\n\nUpload any historical period from your GA4 export. Our proprietary causal-inference model runs on it and within 5 to 10 minutes returns a per-channel view of which campaigns actually drove incremental revenue, not just which ones happened to be there at the click. €99, pay-per-use. No subscription, no setup call. Go Pro at €299/mo to unlock the cool stuff: automated GA4 ingestion (no more manual upload), insights that compound on each other over time, a chatbot for asking questions of your data, and a developer API so your marketing agents can pull insights in real time. Works for any ecommerce vertical, fashion and beauty brands were our launch users, but the model is vertical-agnostic. GA4 is enough today; the native Shopify integration is on the roadmap.\n\n### Wait, what even is attribution?\n\nAttribution is how you figure out which of your ads actually led to a sale. Right now, most tools just credit the last ad someone clicked, even if they saw five other ads first. It's like giving all the credit to the waiter and ignoring the chef.\n\n### Why should I care if my attribution is wrong?\n\nBecause you're making spending decisions based on lies. If your dashboard says Meta is your best channel but it's actually TikTok creating the demand, you'll cut the thing that's actually working. Wrong attribution means wasted budget. Every single month.\n\n### My Shopify dashboard shows me sales. Isn't that enough?\n\nShopify tells you what sold. It doesn't tell you why it sold. Was it the Instagram ad they saw Tuesday? The Google search on Thursday? The email on Saturday? Shopify just sees the finish line. We show you the whole race.\n\n### I'm not technical. Can I actually use this?\n\nIf you can export a CSV from GA4, you can use Causality Engine. No code. No pixels. No 90-day onboarding. Upload the file, wait 5–10 minutes, see which channels actually cause sales. Native Shopify integration is on the roadmap but GA4 alone is enough today.\n\n### How is this different from what Meta and Google already tell me?\n\nMeta says it drove the sale. Google says it drove the sale. TikTok says it drove the sale. They all take credit for the same purchase. We're the only ones who don't have an ad budget to protect. So we tell you the truth.", "url": "https://wpnews.pro/news/show-hn-causality-engine-causal-marketing-attribution-for-e-commerce", "canonical_source": "https://www.causalityengine.ai", "published_at": "2026-06-18 10:42:02+00:00", "updated_at": "2026-06-18 10:53:02.665339+00:00", "lang": "en", "topics": ["ai-tools", "ai-infrastructure", "machine-learning"], "entities": ["Causality Engine", "Shopify", "GA4", "Meta", "Google", "TikTok"], "alternates": {"html": "https://wpnews.pro/news/show-hn-causality-engine-causal-marketing-attribution-for-e-commerce", "markdown": "https://wpnews.pro/news/show-hn-causality-engine-causal-marketing-attribution-for-e-commerce.md", "text": "https://wpnews.pro/news/show-hn-causality-engine-causal-marketing-attribution-for-e-commerce.txt", "jsonld": "https://wpnews.pro/news/show-hn-causality-engine-causal-marketing-attribution-for-e-commerce.jsonld"}}