Dataffeine: Agentic Analytics vs TrueROAS ‑ AI Ad Attribution
Two Shopify apps, side by side: detected stores, momentum, reviews, plans, listed features and who runs each. Store counts as of Oct 13, 2026 for Dataffeine, Nov 9, 2026 for TrueROAS.
The short answer
- Paid plans start at $19/month for Dataffeine and $199/month for TrueROAS.
- Dataffeine lists 13 features TrueROAS’s listing doesn’t mention, including Abandoned cart, Activity tracking, Benchmarking.
Head to head
- United States
- United Kingdom
- Australia
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
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
Free
Pro
Pro
Pro
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureDataffeine 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.
Never miss an order again. Know exactly where your revenue came from. Leverage True Data to save ad spend and gain an extreme competitive advantage. Data updates frequently so you can scale fast and predictably while being GDPR compliant, then track your profits for your ads and send the data back via conversion api and enhanced conversions to optimize ads passively.
- 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
- AI Ad Tracking & Attribution
- Customer Journeys for each order
- Creative Breakdown
- Product Analysis
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 |  Dataffeine |  TrueROAS |
|---|---|---|
| Detected stores | Not published | 321 |
| Net store change, 28 days | 0 | +1 |
| Stores added, 28 days | Not enough data | 5 |
| Big-brand share | Not enough data | 13% |
| Top store categories | Not published | Apparel & Accessories, Health & Beauty, Home & Garden |
| Top store countries | Not published | United States, United Kingdom, Australia |
Reviews
| Measure | Dataffeine | TrueROAS |
|---|---|---|
| App Store rating | Not published | 4.7 ★ |
| App Store reviews | Not published | 97 |
| New reviews, 28 days | Not enough data | 3 |
| Reviewers a year or more in | Not enough data | 5% |
Pricing
| Measure | Dataffeine | TrueROAS |
|---|---|---|
| Free plan | Not listed | Not listed |
| Lowest paid monthly plan | $19/month(ahead) | $199/month |
| Longest free trial | 90 days | 14 days |
| Plans listed | 2 | 4 |
Listing
| Measure | Dataffeine | TrueROAS |
|---|---|---|
| Shopify category rank | #1507 | #43(ahead) |
| Shopify App Charts | Not on this week’s charts | Not on this week’s charts |
| Built for Shopify | No | No |
| Launched | May 19, 2026 | Sep 6, 2022 |
| Languages | 1 | 1 |
| Developer | Dataffeine LLC | Perm Solutions AB |
FAQ
Dataffeine and TrueROAS: common questions
- Is Dataffeine or TrueROAS cheaper?
- Paid plans start at $19/month for Dataffeine and $199/month for TrueROAS. 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?
- Dataffeine lists 13 the others don’t mention, such as Abandoned cart, Activity tracking, Benchmarking, Checkout analytics. TrueROAS lists 1 the others don’t mention, such as Real-time tracking. 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 Oct 13, 2026 for Dataffeine, Nov 9, 2026 for TrueROAS; 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 Oct 13, 2026 for Dataffeine, Nov 9, 2026 for TrueROAS. 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.