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3-tier Shopify apps clear 1,000 reviews at 6x the rate of 1-tier apps. The tier-count decision is structural, not cosmetic. Which shape wins where.

Top Shopify Fraud app gets 48% of category installs. Top Bulk editor app sits at 2.30 stars. Two opposite competitor profiles, two different plays.

Shopify reviews mention manual workarounds 3x more in some categories. That is demand proven by behavior, not opinion. A go/no-go gate before you build.

Voice commerce: 4 apps, 4 total reviews. AI recommendation: 3 apps, 4,134 reviews. Same tiny supply, opposite signal. How to tell a real frontier from a dead one.

8 of the top 9 third-party Shopify apps are freemium. Freemium apps average 4x the reviews of paid-only. Here's when each model wins.

Median Shopify app charges $9.99/mo. Mobile-app-builder apps charge $99. Five pricing bands by category, with the median, p25, and p75 for each.

19,528 of 21,095 Shopify app tags have 5 or fewer apps. Most are dead. Three patterns separate the dead from the quiet money. Real data, named tags.

Average Shopify category top-tier: 4.7 stars. Some sit at 4.3 with 70 apps. That's underserved. Five signals to verify your niche, with named examples.

Shopify SEO has 2,830 apps but 89.8% of reviews go to 83 of them. That's not saturated. Five signals that tell the difference, with real data.

Top-10 Shopify apps in analytics clear $500K MRR. Top-10 in document-management cap near $30K. Here's how to estimate the ceiling for any category.

42% of Shopify apps have zero reviews. They shipped without validating demand. Here is the four-test protocol that takes 12 hours and costs under $100.

Shopify averages 92 reviews per rated app. Six categories average over 250. Those are the markets where merchants are searching and not finding enough.

13 Shopify apps have 100+ reviews and ratings under 3.5 stars. Each one is a product brief in disguise. Here's the list and how to pick which to build.

728,331 Shopify app reviews are a free product research dataset. Read them like a builder, not a shopper. Turn 1-stars into product specs.

Average Shopify app: $92/mo. Inventory apps: $193/mo at 4.12 stars. Same store, double the price, worse product. Here's how to spot overpriced categories.

Some Shopify categories average 4.5 stars. Others sit at 3.8 with twice the apps. How to find the underserved categories in 2026, with named examples.