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
Interactive Product Finder Quiz for Complex Catalogs
"A Shopify app that lets merchants build guided quizzes or questionnaires to help shoppers narrow down large catalogs. It..."
View detailsShipping Label Cost Profit Analytics
"An analytics app that includes shipping label costs in order-level and product-level profitability reports. Merchants wo..."
View detailsWhatsApp-to-Shopify Wholesale Order Capture
"An app that converts inbound text, WhatsApp, and chat reorder messages into draft Shopify orders or finalized wholesale..."
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.
7-day Scout trial. Cancel anytime.
Latest validated opportunities
AI-analyzed app ideas backed by real merchant demand, free for anyone to explore.
Shopify Product Quiz & Smart Recommendation Builder
A merchant-friendly quiz app that asks shoppers a few guided questions and recommends the best-fit products from the sto...
Multi-Marketplace Inventory Sync and Auto-Relist App
A Shopify-connected crosslisting app that syncs inventory across Shopify and major resale marketplaces while automatical...
Shopify Risk Review Appeal & Eligibility Recovery Assistant
An app that helps merchants document, organize, and submit evidence after Shop App or account risk flags. It would guide...
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, ...