Juicy Profit Analytics 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 Juicy Profit Analytics, Oct 13, 2026 for Ulittle Attribution Engine.
The short answer
- Only Juicy Profit Analytics lists a free plan. Paid plans start at $29/month for Juicy Profit Analytics and $95/month for Ulittle Attribution Engine.
- Ulittle Attribution Engine lists 9 features Juicy Profit Analytics’s listing doesn’t mention, including Activity tracking, Checkout analytics, Data export.
Head to head
- Sweden
- United States
- Germany
Momentum
New reviews each month
Review pace is the clearest public read on how fast an app is winning new merchants.
Free
- · Advanced COGS Rules
- · Analyze profits, costs, and ad spend
- · Connect Claude AI via MCP
- · Connect multiple stores
- · Premium Support
- · Preserve historical profit data
Starter
- · Advanced COGS Rules
- · Analyze profits, costs, and ad spend
- · Connect Claude AI via MCP
- · Connect multiple stores
- · Premium Support
- · Preserve historical profit data
Advanced
- · Advanced COGS Rules
- · After 500 orders / month
- · Analyze profits, costs, and ad spend
- · Connect Claude AI via MCP
- · Connect multiple stores
- · Premium Support
Essential
- · Channel Spend Analysis
- · First-Party Data Collection
- · GDPR & Privacy Compliant
- · Multi-Channel Attribution
- · Real-Time Order Tracking
- · Revenue & ROAS Dashboard
Performance
- · Budget Optimization Insights
- · Customer Segmentation & Tracking
- · Financial Analytics Dashboard
- · Profitability Settings (COGS, fees)
- · ROI & ROAS Metric Switching
- · Sales Goals & Progress Tracking
Coverage counts what each App Store listing names. Every feature, checked off app by app, is in Shoplist.
See every featureJuicy Profit Analytics gives you true net profit tracking, costs, and ad attribution in one profit dashboard. Attribute every sale to the exact ad and campaign that drove it, analyze profit margins with COGS and shipping cost rules, and track profitability down to the order level, including UTM tracking. Track recurring expenses and 3PL costs with a profit tracker that preserves historical data when costs change.
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.
- Analyze profits, costs, and ad spend to optimize your business decisions.
- Track ad performance with attribution to find top-performing campaigns.
- Add quantity-based custom COGS for detailed and accurate profitability tracking.
- Set shipping costs by weight or quantity for accurate per-order calculations.
- 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
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 |  Juicy Profit Analytics |  Ulittle Attribution Engine |
|---|---|---|
| Detected stores | 1,002 | Not published |
| Net store change, 28 days | +17 | 0 |
| Stores added, 28 days | 60 | Not enough data |
| Big-brand share | 6% | Not enough data |
| Top store categories | Apparel & Accessories, Health & Beauty, Home & Garden | Not published |
| Top store countries | Sweden, United States, Germany | Not published |
Reviews
| Measure | Juicy Profit Analytics | Ulittle Attribution Engine |
|---|---|---|
| App Store rating | 4.9 ★ | Not published |
| App Store reviews | 106 | Not published |
| New reviews, 28 days | Not enough data | Not enough data |
| Reviewers a year or more in | 5% | Not enough data |
Pricing
| Measure | Juicy Profit Analytics | Ulittle Attribution Engine |
|---|---|---|
| Free plan | Yes | Not listed |
| Lowest paid monthly plan | $29/month(ahead) | $95/month |
| Longest free trial | 10 days | 14 days |
| Plans listed | 3 | 2 |
Listing
| Measure | Juicy Profit Analytics | Ulittle Attribution Engine |
|---|---|---|
| Shopify category rank | #7(ahead) | #1262 |
| Shopify App Charts | #20 in Analytics | Not on this week’s charts |
| Built for Shopify | Yes | No |
| Launched | Apr 9, 2025 | May 14, 2026 |
| Languages | 1 | 1 |
| Developer | Easyapps | Ulittle Pty Ltd |
FAQ
Juicy Profit Analytics and Ulittle Attribution Engine: common questions
- Is Juicy Profit Analytics or Ulittle Attribution Engine cheaper?
- Only Juicy Profit Analytics lists a free plan. Paid plans start at $29/month for Juicy Profit Analytics 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?
- Juicy Profit Analytics lists 3 the others don’t mention, such as Custom dashboards, Custom reports, Pixel tracking. Ulittle Attribution Engine lists 9 the others don’t mention, such as Activity tracking, Checkout analytics, Data export, Event 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 Nov 9, 2026 for Juicy Profit Analytics, 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 Juicy Profit Analytics, 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.