Shopify app opportunity intelligence
Stop guessing. Build apps merchants actually want.
AI reads Shopify forum discussions and surfaces validated app opportunities backed by real merchant demand.
Pre-revenue, building with radical transparency. Be part of our journey from $0 to first success stories.
Live opportunities
Updated 2 hours ago
Auto-Add Free Gift by Spend Threshold
"A Shopify app that automatically adds a free gift to the cart when a shopper reaches a spend threshold. It removes the n..."
View detailsAdvanced Purchase Order & Replenishment Manager
"An app that replaces Stocky-style purchasing workflows with demand-based reorder suggestions, vendor filters, and shelf-..."
View detailsUnlimited Mix-and-Match Buy X Get Y Discounts
"A discount app that replicates Shopify’s automatic Buy X, Get Y behavior but removes the 100-product limit and supports..."
View detailsHow it works
From forum signal to a validated app idea, in four steps.
We monitor
Shopify community forums, around the clock.
AI analyzes
Recurring merchant problems and unmet demand.
You get
Validated app ideas with confidence and market data.
You build
Apps with real demand behind them.
Transparent pricing
Browsing is free. Upgrade when you want to generate your own insights.
Free to browse
Need more? Upgrade anytime
All paid plans include the free tier benefits.
Scout
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3 self-generated insights/moGenerate custom insights on demand
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12 system insights/moView pre-generated opportunities
- Basic filters
- Export data
- API access
Cancel anytime during the trial
Growth
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50 self-generated insights/moGenerate custom insights on demand
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All system insightsUnlimited pre-generated opportunities
- Advanced filters
- CSV export
- API access
Cancel anytime during the trial
Scale
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Unlimited insightsGenerate as many as you need
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All system insightsUnlimited pre-generated opportunities
- API access
- All exports (CSV, JSON)
- Priority support
Cancel anytime during the trial
Skip building it yourself
A scraper, an AI pipeline, ongoing maintenance: that is a product in itself. AppScout is already built.
Find your next profitable app idea
Browse validated opportunities backed by real Shopify merchant demand. No signup required.
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Latest validated opportunities
AI-analyzed app ideas backed by real merchant demand, free for anyone to explore.
Pixel Health Monitor for Shopify Tracking
An app that continuously audits Shopify web pixels, analytics tags, and checkout tracking to detect broken events, missi...
Pickup Point Selector for Shopify Basic
An app that lets customers choose a carrier pickup or service point during checkout on non-Plus Shopify plans. It would ...
Exchange & Store Credit Return Portal for Merchants Without Shopify Exchange API Support
An app that gives merchants a self-serve returns and exchange portal even when their 3PL or workflow does not support Sh...
From the blog
Insights, guides, and analysis for Shopify app developers.
The Shopify Native Graveyard: Every Native Feature That Already Killed an App Category
Mantle wound down because Shopify shipped its feature natively — the most common way a Shopify app dies. Here is the run...
Week 24, June 2026: The best Shopify app opportunities are all about reducing friction
This week’s strongest signals are boring in the best way: inventory sync, cart logic, WhatsApp ops, and commissions that...
Week 23: The Shopify app gaps merchants keep stumbling into — from vacation mode to gift card migrations
This week’s opportunities are practical, painful, and surprisingly unserved: shipping delays, email editing, AOV lifts, ...