Size a categorybefore you build in it.
Map who competes, how many brands run each app, what merchants complain about, and how the leaders iterate, from storefront and App Store evidence. It runs below on product reviews apps.
- For
- Founders, strategy teams and investors sizing a space
- You start with
- One App Store category
- You end with
- Who leads, where they’re weak, and a set that stays followed
- Uses
- Brand discovery · Market Voice · Change intelligence
Map the category.
Start from the apps in a category and the brands running each, counted from storefront detections rather than self-reported installs.
Of the 5 reviews apps beside this, Judge.me runs on the most brands: 298,318, with 67,123 App Store reviews.
Product reviews
Read the merchant complaints.
A Market Voice scope across the leaders clusters up to two years of public reviews into pain and praise themes: the closest public proxy for what would make merchants switch.
Market Voice is on paid plans; the sample report is free to explore.
- Onboarding friction
- Pricing pushback at scale
- Slow support escalations
- Import and migration failures
- Fast, human support
- Easy theme integration
- Fair free tier
Watch how the leaders iterate.
Listing history shows pricing experiments, repositioning and feature claims. How often and in what direction a leader iterates is strategy you can read.
The log beside this is the last 30 days of edits across apps with 2,500+ brands. A real scope shows only its category.
Lookfy Lookbook
Upsell & Cross Sell
Loop Returns & Exchanges
BookX Appointment Booking App
Flox Instafeed Instagram Feed
Package it, and keep it alive.
Save the competitive set and notable brands to lists, export the segments, and keep following the category so the research stays current after the memo ships.
Free follows one app and exports are on paid plans.
Product reviews · competitive set
- Judge.me
- Loox
- Yotpo
- Stamped
- Okendo
Questions, answered.
Who uses Shoplist for research?
App teams sizing an expansion or a build-vs-buy call, strategy and partnerships people mapping adjacencies, and research or investor users studying Shopify ecosystem categories. The investor workflow has its own dedicated surface.
What can I learn about a category?
The competitive roster, pricing structures, review volumes and themes, launch activity, listing-change behavior, and which developers and agencies operate in the space — all from labeled public data.
Can I benchmark a specific app against its category?
Yes — app detail pages carry review trends, rank movement, and listing history, and a Market Voice scope puts an app’s review themes side by side with its competitors.
Is this investment advice?
No. Shoplist provides market intelligence and research data only — no ratings, price targets, or buy/sell guidance. What it offers is an evidence-labeled view of public ecosystem activity.
Which category are you sizing?Map it this afternoon.
Browse apps, brands and launches free. Add Market Voice when you need the review themes.