Datadrew : AI Ads Co‑Pilot 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 Oct 23, 2026 for Datadrew, Oct 13, 2026 for Dataffeine.

The short answer

  • Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew and $19/month for Dataffeine.
  • Dataffeine lists 12 features Datadrew’s listing doesn’t mention, including Abandoned cart, Activity tracking, AI insights.

Head to head

App Store reviews

Datadrew: 30
Dataffeine: —

New reviews, 28 days

Datadrew: 2
Dataffeine: —
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch

(Free) Analyse your customers like a data scientist

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Categories
  • Analytics
  • Ads
  • Analytics
Languages
  • French
  • Spanish
  • German
  • English
Launched
Feb 12, 2021
May 19, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
1 last full month
—
Detected stores
0active installs
0active installs
Most common store size
—
—
Top countries
—
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Momentum

New reviews each month

Review pace is the clearest public read on how fast an app is winning new merchants.

012AugFebJunSepMarSepOctDatadrew : AI Ads Co‑Pilot: 1 reviews in August 2024Datadrew : AI Ads Co‑Pilot: 1 reviews in January 2025Datadrew : AI Ads Co‑Pilot: 1 reviews in February 2025Datadrew : AI Ads Co‑Pilot: 1 reviews in March 2025Datadrew : AI Ads Co‑Pilot: 1 reviews in June 2025Datadrew : AI Ads Co‑Pilot: 2 reviews in July 2025Datadrew : AI Ads Co‑Pilot: 1 reviews in September 2025Datadrew : AI Ads Co‑Pilot: 1 reviews in February 2026Datadrew : AI Ads Co‑Pilot: 1 reviews in March 2026Datadrew : AI Ads Co‑Pilot: 1 reviews in April 2026Datadrew : AI Ads Co‑Pilot: 1 reviews in September 2026Datadrew : AI Ads Co‑Pilot: 1 reviews in October 2026
DatadrewDataffeineCompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
From $0 to $149/month
From $19 to $49/month
Plans
FreeFree
  • · 10 Users
  • · Access to Prompt library for MCP(Claude)
  • · Basic Customer Segments
  • · Blended Ads Summary
  • · Historical Data - Last 3 months
  • · LTV Cohort Analysis
Essentials$99/month
7-day free trial
  • · Acquisition - Meta, Google ads and GA4
  • · Claude, ChatGPT, N8N, Manus - Drew MCP
  • · Drew AI Analyst with AI credits
  • · Everything in Free, Plus
  • · Historical Data - All time
  • · Multi-Store and Unlimited Ad Accounts
Pro$149/month
7-day free trial
  • · Automations - AI Reports
  • · Drew AI Analyst - 2x AI credits
  • · Everything in Essentials, plus
  • · Product Ads and Performance cohorts
  • · Product Basket Analysis
  • · Product Intelligence
Starter ($19/mo)$19/month
90-day free trial
  • · 6-month data retention
  • · AI traffic snapshot by agent type
  • · Product Scorecard summary
  • · Revenue, ROAS, and profit overview
Pro ($49/mo)$49/month
14-day free trial
  • · 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
15 of 27 features56%
26 of 27 features96%
Unique strengths
  • Multi-store reports
  • Abandoned cart
  • Activity tracking
  • AI insights
  • Checkout analytics
  • +8 more
Analytics
56%15/27
96%26/27
Customer behavior
57%4/7
100%7/7
Marketing and sales
40%4/10
100%10/10
Visuals and reports
70%7/10
90%9/10
11412onlybothonly
DatadrewDataffeine27 features listed across both App Store listings

Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.

See every feature
Works with also listed by another
  • Facebook
  • Klaviyo
  • Google Ads
  • GA4
  • Slack
  • Meta Ads
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How it sells itself

Trusted by 1025+ Shopify brands, Datadrew AI transforms your raw data into AI powered insights, and into data driven decisions to accelerate customer acquisition and retention and improve product merchandising. Our platform help founders and CMOs increase paid ads ROAS/MER - reduce adspend wastage, out-of-stock products in ads, reduce creative fatigue. Spot website conversion drops & product baskets increasing AOV.

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.

Key points
  • Cohort Analysis: Unlock 90-day LTV and Retention insights.
  • Product Analytics: Discover retention-boosting products to drive repeat purchase
  • Industry Benchmarking: Measure up against your competition.
  • Marketing Analytics: Optimize Facebook ads & reduce CAC.
  • 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
Screenshots
Industry Benchmarks and competitor benchmarking
Advanced Cohort AnalysisRecency Frequency Monetary (RFM) Analysis - Customer SegmentsProduct Repurchase Rate - Products that helped increase repeats
Team management with role-based permissions and access control
Store overview with revenue, conversion, and AI traffic metricsProduct scoring for AI readiness with per-product gradesAI agent detection showing visits by agent type and intent

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.

Showing only the rows where the apps differ.

Adoption

MeasureDatadrewDataffeine
Detected storesNot publishedNot published
Net store change, 28 days0estimated0estimated
Stores added, 28 daysNot enough dataNot enough data
Big-brand shareNot enough dataNot enough data
Top store categoriesNot publishedNot published
Top store countriesNot publishedNot published

Reviews

MeasureDatadrewDataffeine
App Store rating5.0 ★Not published
App Store reviews30Not published
New reviews, 28 days2Not enough data
Reviewers a year or more inNot enough dataNot enough data

Pricing

MeasureDatadrewDataffeine
Free planYesNot listed
Lowest paid monthly plan$99/month$19/month(ahead)
Longest free trial7 days90 days
Plans listed32

Listing

MeasureDatadrewDataffeine
Shopify category rank#59in Ads#1507in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedFeb 12, 2021May 19, 2026
Languages3French, Spanish, German1English
DeveloperDatadrew AIDataffeine LLC

FAQ

Datadrew and Dataffeine: common questions

Is Datadrew or Dataffeine cheaper?
Only Datadrew lists a free plan. Paid plans start at $99/month for Datadrew 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?
Datadrew lists 1 the others don’t mention, such as Multi-store reports. Dataffeine lists 12 the others don’t mention, such as Abandoned cart, Activity tracking, AI insights, 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 Oct 23, 2026 for Datadrew, 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 Oct 23, 2026 for Datadrew, 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.