TrueROAS ‑ AI Ad Attribution vs Ulittle Attribution Engine

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 TrueROAS, Oct 13, 2026 for Ulittle Attribution Engine.

The short answer

  • Paid plans start at $199/month for TrueROAS and $95/month for Ulittle Attribution Engine.
  • Ulittle Attribution Engine lists 5 features TrueROAS’s listing doesn’t mention, including Activity tracking, Checkout analytics, Data export.

Head to head

Detected stores

TrueROAS: 321
Ulittle Attribution Engine: —

App Store reviews

TrueROAS: 97
Ulittle Attribution Engine: —

New reviews, 28 days

TrueROAS: 3
Ulittle Attribution Engine: —

Stores added, 28 days

TrueROAS: 5
Ulittle Attribution Engine: —
Open this comparison in ShoplistFree account. Every feature, store and change, side by side.
Pitch
—
—
Categories
  • Analytics
  • Analytics
Languages
  • English
  • English
Launched
Sep 6, 2022
May 14, 2026
Built for Shopify
Not badged
Not badged
Reviews per month
6 last full month
—
Detected stores
321active installs
  • UNION LOS ANGELES
  • Universal Lacrosse
  • Cos Bar
  • Dimple Amani
  • League Outfitters
+316 more
0active installs
Most common store size
11-50 products29%
—
Top countries
  • United States13%
  • United Kingdom8%
  • Australia6%
—

Momentum

New reviews each month

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

01325OctFebAprJunAugOctTrueROAS ‑ AI Ad Attribution: 2 reviews in October 2024TrueROAS ‑ AI Ad Attribution: 1 reviews in January 2026TrueROAS ‑ AI Ad Attribution: 1 reviews in February 2026TrueROAS ‑ AI Ad Attribution: 24 reviews in March 2026TrueROAS ‑ AI Ad Attribution: 19 reviews in April 2026TrueROAS ‑ AI Ad Attribution: 15 reviews in May 2026TrueROAS ‑ AI Ad Attribution: 16 reviews in June 2026TrueROAS ‑ AI Ad Attribution: 8 reviews in July 2026TrueROAS ‑ AI Ad Attribution: 8 reviews in August 2026TrueROAS ‑ AI Ad Attribution: 5 reviews in September 2026TrueROAS ‑ AI Ad Attribution: 6 reviews in October 2026
TrueROASUlittle Attribution EngineCompleted months only
Free options
Free planFree trial
Free planFree trial
Monthly range
From $199 to $499/month
From $95 to $175/month
Plans
FreeFree to install
Free under $10.000 revenue, then normal pricing applies.
Pro$199/month
14-day free trial
Pro$299/month
14-day free trial
Pro$499/month
14-day free trial
Essential$95/month
14-day free trial
  • · Channel Spend Analysis
  • · First-Party Data Collection
  • · GDPR & Privacy Compliant
  • · Multi-Channel Attribution
  • · Real-Time Order Tracking
  • · Revenue & ROAS Dashboard
Performance$175/month
14-day free trial
  • · Budget Optimization Insights
  • · Customer Segmentation & Tracking
  • · Financial Analytics Dashboard
  • · Profitability Settings (COGS, fees)
  • · ROI & ROAS Metric Switching
  • · Sales Goals & Progress Tracking
Coverage
14 of 19 features74%
15 of 19 features79%
Unique strengths
  • AI insights
  • Funnel analysis
  • Page views
  • Pixel tracking
  • Activity tracking
  • Checkout analytics
  • Data export
  • Forecasting
  • +1 more
Analytics
74%14/19
79%15/19
Customer behavior
80%4/5
80%4/5
Marketing and sales
78%7/9
67%6/9
Visuals and reports
60%3/5
100%5/5
4105onlybothonly
TrueROASUlittle Attribution Engine19 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
  • Checkout
—
How it sells itself

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.

Ulittle tracks every sale to its marketing link, providing multi-channel attribution across emails, posts, ads, and any other channels. It offers ROAS and ROI insights, real-time order tracking, profit and spending analysis, performance trends, and dashboards for revenue, segmentation, and campaign tracking. Data updates automatically, works with privacy rules, and allows testing and CSV export without complex setup.

Key points
  • AI Ad Tracking & Attribution
  • Customer Journeys for each order
  • Creative Breakdown
  • Product Analysis
  • Track every sale to its marketing link across all campaigns and channels
  • Switch dashboards between ROAS, ROI, revenue, and profit insights
  • Segment customers and track performance by campaign and group
  • Real-time order tracking with multi-channel attribution
Screenshots
Finished setup
Creative BreakdownsAds ManagerGet started
Why use ulittle?
See which channels bring your best customers.Track sales from any marketing source.Install in minutes. Start tracking instantly.

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

MeasureTrueROASUlittle Attribution Engine
Detected stores321as of Nov 9, 2026Not published
Net store change, 28 days+1estimated0estimated
Stores added, 28 days5new and returningNot enough data
Big-brand share13%of stores of known sizeNot enough data
Top store categoriesApparel & Accessories, Health & Beauty, Home & GardenNot published
Top store countriesUnited States, United Kingdom, AustraliaNot published

Reviews

MeasureTrueROASUlittle Attribution Engine
App Store rating4.7 ★Not published
App Store reviews97Not published
New reviews, 28 days3Not enough data
Reviewers a year or more in5%Not enough data

Pricing

MeasureTrueROASUlittle Attribution Engine
Free planNot listedNot listed
Lowest paid monthly plan$199/month$95/month(ahead)
Longest free trial14 days14 days
Plans listed42

Listing

MeasureTrueROASUlittle Attribution Engine
Shopify category rank#43(ahead)in Analytics#1262in Analytics
Shopify App ChartsNot on this week’s chartsNot on this week’s charts
Built for ShopifyNoNo
LaunchedSep 6, 2022May 14, 2026
Languages1English1English
DeveloperPerm Solutions ABUlittle Pty Ltd

FAQ

TrueROAS and Ulittle Attribution Engine: common questions

Is TrueROAS or Ulittle Attribution Engine cheaper?
Paid plans start at $199/month for TrueROAS and $95/month for Ulittle Attribution Engine. 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?
TrueROAS lists 4 the others don’t mention, such as AI insights, Funnel analysis, Page views, Pixel tracking. Ulittle Attribution Engine lists 5 the others don’t mention, such as Activity tracking, Checkout analytics, Data export, Forecasting. 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 TrueROAS, Oct 13, 2026 for Ulittle Attribution Engine; 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 TrueROAS, Oct 13, 2026 for Ulittle Attribution Engine. 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.