ATB: Attribution Reports vs Dataffeine: Agentic Analytics
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Nov 9, 2026 for ATB, Oct 13, 2026 for Dataffeine.
The short answer
- Paid plans start at $199/month for ATB and $19/month for Dataffeine.
- Dataffeine lists 11 features ATB’s listing doesn’t mention, including Abandoned cart, Activity tracking, Benchmarking.
Head to head
Multi-touch attribution and affiliate tracking for your store
- United States
- Canada
- United Kingdom
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Pro Plan
- · 1 Store
- · 5 Attribution Models
- · 5 Custom Reports
- · All Ad Connectors
- · Email Support
- · Klaviyo Integration
Starter ($19/mo)
- · 6-month data retention
- · AI traffic snapshot by agent type
- · Product Scorecard summary
- · Revenue, ROAS, and profit overview
Pro ($49/mo)
- · AI Agent Dashboard with scoring
- · AI Discovery Score and Readiness Report
- · Attribution: Last, First Touch, Linear
- · CSV data export and 24-month retention
- · Creative analytics and fatigue detection
- · Custom funnel analysis
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureAttribution tracks the real cost of acquiring each Shopify customer by pulling spend data from ad platform APIs and binding it to individual visitors. The result: deduplicated ROAS that matches your actual Shopify revenue, not inflated platform numbers. See which channels acquire new customers vs re-engage existing ones. Know when each channel's spend breaks even with cohort payback. Ask your data anything via AI.
Dataffeine gives you multi-touch attribution, LTV analysis, and AI agent intelligence in one privacy-first app. See which ad drove each sale with Last Touch, First Touch, or Linear models. Track cohort retention, RFM segments, and predicted LTV. The AI Discovery Score tells you whether AI assistants can find and recommend your products. Blended ROAS across Meta, Google, TikTok, Snapchat, and Pinterest.
- Connect all major ad platforms including Meta, Google, Pinterest and TikTok
- Cost, ROAS, and LTV available down to the keyword or ad level for all your ads
- Customizable multi touch models and reports give you complete control
- AI agent detection and Discovery Score: know when and how AI finds your store
- Multi-touch attribution: Last Touch, First Touch, and Linear models built in
- Blended ROAS across Meta, Google, TikTok, Snapchat, and Pinterest ad accounts
- LTV drivers, cohort analysis, RFM segmentation, and CAC payback period
All the numbers
Every figure, side by side
A green dot marks the app ahead on a measured figure. Estimates, gaps and apps that leave no storefront trace never take the lead.
Adoption
| Measure |  ATB |  Dataffeine |
|---|---|---|
| Detected stores | 29 | Not published |
| Net store change, 28 days | 0 | 0 |
| Stores added, 28 days | Not enough data | Not enough data |
| Big-brand share | Not enough data | Not enough data |
| Top store categories | Business & Industrial, Food, Beverages & Tobacco, Apparel & Accessories | Not published |
| Top store countries | United States, Canada, United Kingdom | Not published |
Reviews
| Measure | ATB | Dataffeine |
|---|---|---|
| App Store rating | 4.8 ★ | Not published |
| App Store reviews | 9 | Not published |
| New reviews, 28 days | 0 | Not enough data |
| Reviewers a year or more in | Not enough data | Not enough data |
Pricing
| Measure | ATB | Dataffeine |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $199/month | $19/month(ahead) |
| Longest free trial | 14 days | 90 days |
| Plans listed | 1 | 2 |
Listing
| Measure | ATB | Dataffeine |
|---|---|---|
| Shopify category rank | #456(ahead) | #1507 |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | Feb 1, 2016 | May 19, 2026 |
| Languages | 1 | 1 |
| Developer | Attribution Inc. | Dataffeine LLC |
FAQ
ATB and Dataffeine: common questions
- Is ATB or Dataffeine cheaper?
- Paid plans start at $199/month for ATB and $19/month for Dataffeine. Shoplist compares base prices only between monthly plans in the same currency; usage charges and annual plans vary, so check each plan’s limits.
- What features does each app list that the other doesn’t?
- ATB lists 2 the others don’t mention, such as Custom reports, Real-time tracking. Dataffeine lists 11 the others don’t mention, such as Abandoned cart, Activity tracking, Benchmarking, Checkout analytics. A feature missing from a listing may still be supported; this compares what each App Store listing says.
- Where does this comparison’s data come from?
- Shoplist crawls Shopify storefronts to detect which apps each store runs, and reads each app’s Shopify App Store listing for reviews, pricing, features and integrations. Store counts are as of Nov 9, 2026 for ATB, Oct 13, 2026 for Dataffeine; estimated figures are labeled.
How Shoplist compares apps
Store counts come from Shoplist’s crawl of Shopify storefronts, which detects the apps each store runs; they are as of Nov 9, 2026 for ATB, Oct 13, 2026 for Dataffeine. Reviews, ratings, plans, features and integrations come from each app’s Shopify App Store listing. 28-day figures are labeled when estimated, and a figure that is missing or estimated never decides who leads. Read the methodology.