Don’t spend three months building
a Shopify app nobody wants
App Market Gap tracks every Shopify app’s estimated installs and revenue, ratings and merchant reviews, so you can see where merchants already pay, which competitors fall short and what they keep asking for, before you write a line of code.
- Shopify apps tracked
- 30,811
- Merchant reviews collected
- 968,127
- AI review analyses
- 12,025
Preview the Data
A sample of real data from our database. Want to see more? Get full access.
| Name | Category | Rating | Reviews | Price | Est. Installs | Est. Lifetime Revenue |
|---|---|---|---|---|---|---|
|
PreOrder Globo | Back in Stock
by Globo.io
|
Pre-order | 4.9 ★ | 1,978 | $9.90/mo | 158,240 | $8,459,510 |
|
GLO Color Swatch Variant Image
by Globo Options
|
Product bundle | 4.9 ★ | 1,923 | $9.90/mo | 153,840 | $8,224,286 |
|
Blockify Fraud Filter, Blocker
by Blockify
|
Fraud | 4.9 ★ | 1,838 | $9.99/mo | 147,040 | $7,932,220 |
|
DECO Product Labels & Badges
by PieLab
|
Badge and icon | 4.9 ★ | 1,763 | $9.00/mo | 141,040 | $6,854,544 |
|
Track123 Order Tracking
by Track123
|
Order tracking | 4.9 ★ | 1,741 | $9.00/mo | 139,280 | $6,769,008 |
|
Essential Countdown Timer Bar
by Essential Apps
|
Banner | 5.0 ★ | 1,737 | $6.99/mo | 138,960 | $5,245,184 |
|
Globo Mega Menu, Navigation
by Globo.io
|
Navigation and menu | 4.9 ★ | 1,728 | $12.90/mo | 138,240 | $9,629,798 |
|
Aris Product Options, Variants
by Arisify Global
|
Custom products - Other | 4.9 ★ | 1,690 | $12.00/mo | 135,200 | $8,760,960 |
|
Appointment Booking App Apntly
by Booking Appointly
|
Digital product | 5.0 ★ | 1,666 | $5.00/mo | 133,280 | $3,598,560 |
|
CWILL(Trustoo) Product Reviews
by CWILL
|
Email marketing | 4.9 ★ | 1,591 | $11.99/mo | 127,280 | $8,240,871 |
This is a sample of real data. Get access to our full database of 30,811 apps with advanced filtering, all categories, and regular updates.
Find an opportunity before you write any code
Four questions to answer about any Shopify app idea, each with real examples from our data.
Step 1
Find proven demand
Start where merchants are already spending money. Estimated installs and lifetime revenue for every app show which niches pay before you pick one.
Step 2
Find weak competition
Look for markets with meaningful revenue but apps merchants aren't happy with. A low rating on a well-paid app is an opening.
Step 3
Discover what merchants want
AI reads every review of an app and pulls out what merchants praise, what they complain about and which features they keep asking for: the gaps a better app could fill.
This is a real analysis of one app's reviews. With lifetime access you get one for every app.
AI analysis of 6,086 merchant reviews
The Kaching Bundles App & Upsells continues to enjoy a strong positive sentiment among merchants, largely due to its exceptional customer support and user-friendly interface. Recent reviews further emphasize the outstanding assistance provided by support agents, with many users expressing satisfaction with quick resolutions to their issues. While some concerns about pricing and unexpected billing persist, the overall sentiment appears to be improving, with many merchants recommending the app for its effectiveness and ease of use.
Common complaints
-
High Pricing Concerns
A few users mentioned that the app is perceived as expensive, especially when scaling, which could deter potential customers.
-
Unexpected Billing Issues
Several merchants expressed frustration over being charged for months without using the app, indicating a need for clearer billing practices.
-
Inconsistent Support Experiences
Some reviews noted occasional negative experiences with support, highlighting delays or unhelpful responses, though these are less common.
Feature requests
-
Analytics and Reporting Tools
Several users requested the addition of analytics features to track bundle performance and optimize sales strategies.
-
Differential Discounts for Variants
Merchants expressed a desire for the ability to apply different discount tiers to product variants, enhancing flexibility.
-
Sticky Add to Cart Feature
Some users suggested the addition of a sticky add to cart feature to improve user experience.
Top themes only. The full analysis also covers praise and where competitors could win.
Step 4
Validate before you build
Put it together: demand that exists, competitors who fall short and requests nobody has answered. That's an idea backed by evidence instead of a hunch, decided before you've spent three months building it.
Your next app
Checked before you write any code
-
Merchants already pay for it
Proven demand in its category
-
Existing apps fall short
Revenue is there, ratings aren't
-
It answers requests nobody has
Taken from what merchants ask for in reviews
Explore by Category
30,811 apps tracked across 122 categories
Frequently Asked Questions
What is App Market Gap?
App Market Gap is a data intelligence platform for the Shopify App ecosystem. We compile a searchable database of Shopify apps with estimated installs, revenue, and AI-powered review analysis — giving developers actionable insights to find ideas, validate opportunities, and study competitors.
Who is App Market Gap for?
Developers looking for their next Shopify app idea, existing app developers keeping an eye on competitors, and agencies or buyers sizing up a market or an app before they commit time or money to it.
How do you estimate installs and revenue?
We use a combination of public review counts, star ratings, pricing data, and app age. Our model turns those signals into estimated installs, then estimates revenue from how the app is priced and how long it has been earning. More on how we estimate.
How accurate are the estimates?
They are estimates, not Shopify’s figures: Shopify doesn’t publish installs or revenue, so we model them from public signals. Treat them as a way to compare apps and markets with each other (which niches earn more, which apps lead) rather than as an exact number for any single app.
How is this better than just browsing the Shopify App Store?
The Shopify App Store doesn't show install counts or revenue. You can't filter by estimated revenue, sort by review count, or see which categories are under-served. App Market Gap turns raw public data into actionable business intelligence.
How often is the data updated?
Our database is refreshed regularly to capture new apps, updated reviews, and pricing changes. Estimates are recalculated with each update.
What do I get with lifetime access?
Full access to the entire database with all filters, sorting, AI review insights, and all future updates. One payment, no subscription.
Have more questions?
Reach out at hello@appmarketgap.com and we'll get back to you.
One Price. No Subscription.
Lifetime Access.
Launch price · ends 31 December
$199 from 1 January 2027
One time payment · Taxes calculated at checkout
Lock in lifetime access for $99 before the price increases.
- 30,811 Shopify apps tracked
- Estimated installs & revenue
- Advanced filtering & sorting
- AI-powered review insights
- Regularly updated
- No subscription — one payment forever
Secure payment by Stripe