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Why do most new Shopify apps fail, and where is there still real demand in 2026?

Most new Shopify apps never get a single review: in our random sample of 400 listings on 19 October 2026, 62% had none, and 79% of the apps launched in 2026 had none. The shelf is filling faster than merchants arrive, and the reviews that do arrive go to a few apps per niche. The demand that is left is easiest to find where a platform change reset a category, and it can be tested from public data before any code is written.

Published 2026-10-19

The short answer

A new Shopify app usually fails before anyone judges the product, because nobody sees it. On 19 October 2026 we drew a random sample of 400 apps from the App Store's own sitemap and opened each listing. 62% had zero reviews, 90% had fewer than ten, and only 4% had fifty or more. Among apps launched in 2026 the share with zero reviews was 79%.

Three things explain most of it. The number of listings is growing quickly, so each new app competes with more neighbours for the same searches. The reviews that exist sit in a small number of apps. And the documented helpers, such as Built for Shopify, reward traction an app already has rather than creating it. Demand is still visible in places, mostly in categories that Shopify itself reset by retiring an old way of customising stores. This article is about choosing such a niche and testing it before building. How App Store search ranks apps, and the 2026 deadlines themselves, are covered in separate articles on this site.

How many apps never get a review

A review is the only public trace a merchant leaves on a listing, so an app with zero reviews has shown no evidence of a single engaged customer. It is a weak signal for any one app, since many merchants never review, but across thousands of apps it describes the market. In our sample the median app had 0 reviews, three apps in four had 2 or fewer, and nine in ten had 11 or fewer.

Age explains part of it, but not all. Among sampled apps launched in 2024 or earlier, 35% still had zero reviews after at least 21 months on the store. Among apps launched in 2026, 79% had zero and 6% had reached five reviews, which is the review threshold Shopify sets for Built for Shopify. For an app launched this year, staying at zero is the normal outcome, not bad luck.

The shelf is filling faster than buyers arrive

The App Store's English sitemap listed 28,639 apps on 19 October 2026. When we counted the same sitemap on 14 July 2026 it listed 23,319. In our sample, 48% of listed apps had a launch date in 2026 and 19% had launched since mid-July. Read together, roughly one listing in five on the store today is about three months old or younger.

We did not find a Shopify statement on why launches accelerated, and we do not attribute it to any cause. The consequence for a new app is mechanical either way: more listings answer the same search terms, and a merchant still installs one app per job. A crowded shelf does not prove demand fell, but it does mean the same demand is split across more entrants.

Where the reviews go

On 5 August 2026 we collected the review count of 22,901 apps from App Store search result cards. Together they held about 839,000 reviews. The top 1% of apps by review count held 59% of them, and the top 100 apps held 44%. The median app had zero.

Concentration also holds inside a single job. In the first three pages of App Store search for product reviews, after removing unrelated results, 72 apps held 90,197 reviews and Judge.me Product Reviews alone held 48,736, or 54%. A niche like this has proven demand and a buyer who already chose. A new entrant there needs a reason for a merchant to switch, not just a listing.

What it costs to be seen

Listing on the App Store costs little in fees. Shopify charges a one-time registration fee of $19 per Partner account, and developers on the standard terms keep 100% of their first $1,000,000 of lifetime gross app revenue counted from 1 January 2025, then 85% above it. The cost that decides the outcome is distribution.

The paid route inside the store is App Store ads. Shopify's documentation says all ads are cost-per-click and the cost is set by a first-price auction, so a winning advertiser pays what it bid rather than the runner-up's price. For search ads relevance also counts: in Shopify's own example a highly relevant app takes position one while paying $0.50, and the highest bidder is not shown because its relevance is low. Shopify suggests a default bid of $1 when nobody else bids on a keyword. Shopify does not publish typical cost-per-click by category, and we could not confirm any figure for it.

A paid click is not a customer. Each click must still turn into an install, the install into an active use, and the use into a paid plan. Without an estimate of those steps, an ad budget measures only how many people saw the listing.

Built for Shopify: a reward for traction, not a route to it

Built for Shopify is a status Shopify awards to apps that meet its quality bar. Shopify lists its benefits: a badge and highlight, a search filter, a search ranking boost, priority app review, plan-based targeting for App Store ads, and eligibility for promotion on the homepage, category pages, story pages and in the Shopify admin. Apps are reviewed annually and get 60 days to fix a lapse.

The prerequisites include at least 50 net installs from active shops on paid plans and at least five reviews. That is the catch for a new app: the status amplifies traction and does not create it. In our sample 4% of all apps carried the badge, none of them with fewer than five reviews, and among apps that had reached five reviews the share was 23%. The badge is common among apps that already have customers and absent among those that do not.

Why apps are sent back at review

Shopify's review documentation lists the common problems that send an app back: pricing information that is not accurate, plans a merchant cannot upgrade or downgrade, billing outside Shopify's billing system, an install that does not go straight to the OAuth grant screen or ends in a fatal error, an app that does not reinstall properly, an app that switches between embedded and non-embedded versions, a broken interface or web errors, missing testing instructions or credentials, an unfinished app, and storefront apps that do not use theme app extensions. Shopify notes that resubmitting slows the review down.

Some ideas fail before review because the requirements exclude them. Among others, an app must not be identical to another app the same developer has published, apps that do not use or need any Shopify API are not permitted, admin extensions must provide novel, feature-complete functionality, and checkout extensions must provide novel functionality or content. Shopify also lists categories it does not accept, such as apps that connect merchants to agencies and freelancers or connect to a point-of-sale system outside Shopify.

Review explains delays and some dead ideas. It does not explain the zero-review majority: those apps passed review and were published.

Where platform changes created demand

Demand is easiest to see where Shopify retired an old way of customising a store and named a replacement. Shopify Scripts were deprecated on 30 June 2026 and Shopify points merchants to Shopify Functions. Non-Plus stores had until 26 August 2026 to upgrade their Thank you and Order status pages, and Shopify's help centre says an incompatible app keeps working only if its developer updates it; otherwise the merchant must contact the developer or install an alternative.

One rule turns these changes into a market for public apps. Shopify's documentation says stores on any plan can use public App Store apps that contain functions, while only Shopify Plus stores can use custom apps built on Function APIs. A merchant below Plus who needs custom payment, delivery, discount or validation logic therefore has to install a public app.

The checkout rules category shows what that looks like. The first three pages of App Store search for checkout rules, after removing unrelated results, held 52 apps with 3,005 reviews. The three apps with the most reviews were launched in September 2024, April 2025 and August 2024, so the category leaders are young. A reset category gives a newcomer a real chance that an old category like product reviews does not.

The same niche also shows the limit. Over the 90 days to 19 October 2026, SMART Checkout Rules & Upsells received 256 new reviews, Blockify Checkout Customizer 29, Kedra Checkout Rules & Upsells and Payflow: COD & Checkout Rules 7 each, and BeSure Checkout Rules 2. One app took about 85% of the new reviews among these five, and that app's listing showed no paid plan. A young category can still be won quickly, and the winner can set the price of the job at zero.

How to test a niche before building

Four checks, all on public pages, would have caught most of the failures above. First, count the flow, not the stock: new reviews per app over the last 90 days, read from the dated review pages. Kedra Checkout Rules & Upsells shows why. It was launched in April 2025 and had 511 reviews, but only 7 in the last 90 days, while an app with 810 lifetime reviews took 256. Lifetime totals hide which app merchants are choosing now.

Second, see who captures the flow. If one app takes most new reviews, the niche has demand and an owner. If no app in the niche gets new reviews, the niche may have no demand at all. A niche worth entering has new reviews spread across several apps, or a leader whose flow is falling.

Third, read the leader's 1-2 star reviews and keep the denominator. Against Kedra's 511 reviews we found 13 at one or two stars, and the readable ones described rules that stopped applying at checkout and support that did not answer. That points to reliability and support as the gap, not missing features, and 13 out of 511 is a small base on which to build a product.

Fourth, check the price of the job and the platform rule underneath it. If the leader is free, a paid entrant needs a different job, not a better version of the same one. If the product depends on a Shopify surface, find the sentence in Shopify's documentation that says the surface does the exact thing, and which plans can use it. Review counts remain a proxy: Shopify does not publish installs or revenue for third-party apps, and many merchants never leave a review.

Where the reports were wrong

1. The share of apps with zero reviews. Our starting reports gave 44.8%. We traced that figure to a reply in a Shopify Community thread that attributes it to another post, with no method. Our own random sample found 62%, and our August search-card collection gave 56%. The direction was right; the figure was not sourced.

2. The size of the store. One report gave about 17,600 active apps and 12.4 million reviews, from a third-party statistics page that itself gives four different app totals. The App Store's sitemap listed 28,639 apps on 19 October 2026, and the review counts we collected in August summed to about 839,000. We could not reconcile the 12.4 million with anything on the store.

3. A performance requirement stretched to every app. One report said Built for Shopify requires API responses under 500 milliseconds for 95% of requests. The requirements set that bar for checkout requests and for carrier-rate endpoints, not for every app's API.

4. What an App Store click costs. One report said the bid is the fixed price of every click and gave starting costs of $60 to $75 per click in competitive categories and about $6 elsewhere. Shopify confirms a first-price auction, but its own example shows relevance lowering the price of a top position, and we found no primary source for either cost range.

5. Undocumented ranking thresholds. The reports said an app needs 10 reviews in its first 30 days to be visible, that Shopify scores engagement in the first 72 hours, and that answering support within two hours lifts rank. All of these traced to a Reddit post and marketing blogs. Shopify documents none of them.

6. The number of Built for Shopify apps. One report gave 1,443 apps with the badge and 98% of featured apps. We could not confirm either at a primary source; the third-party page we checked said more than 1,200. We report only our sample share.

Method

On 19 October 2026 we downloaded the App Store's English sitemap, drew a random sample of 400 app slugs with a fixed seed, and opened each listing with a pause of more than a second between requests. From each page we read the review count from the page's structured data, the launch date and the Built for Shopify badge. For concentration we used review counts collected from App Store search result cards on 5 August 2026. For the checkout rules and product reviews niches we read the first three pages of App Store search, removed unrelated results, counted dated reviews over the last 90 days and read the 1-2 star reviews of one app.

Platform facts were checked the same day in Shopify's developer documentation on revenue share, App Store ads, Built for Shopify and its requirements, App Store requirements, the review process and common review problems, and Shopify Functions, and in the Help Center pages on the Thank you and Order status upgrade and on Shopify Scripts. We started from three AI deep-research reports written for internal use. We dropped their recommendations and any figure we could not trace, and list the errors above.

Limitations

A sample of 400 apps gives the main shares with a margin of about five percentage points either way at 95% confidence; the intervals are wider for the smaller subgroups, such as apps launched in 2025. Reviews are a proxy for customers: free apps collect reviews without revenue, and paid apps for larger merchants can have customers who never review. Launch dates on listings may reflect relaunches. The August and October counts come from different collection methods, search cards and the sitemap, so the growth figure compares two of our own counts rather than a published Shopify total. Velocity in one niche is one example, not a rule, and the checkout rules leaders may change within weeks.

Sources

1. Shopify App Store: English app sitemap
2. Shopify Dev: Revenue share for App Store developers
3. Shopify Dev: About Shopify App Store ads
4. Shopify Dev: Create App Store ads
5. Shopify Dev: Built for Shopify
6. Shopify Dev: Built for Shopify requirements
7. Shopify Dev: Shopify App Store requirements
8. Shopify Dev: About the app review process
9. Shopify Dev: Pass app review (common app review problems)
10. Shopify Dev: About Shopify Functions
11. Shopify Help Center: Upgrading the Thank you and Order status pages
12. Shopify Help Center: Shopify Scripts and the Script Editor
13. Shopify App Store: SMART Checkout Rules & Upsells
14. Shopify App Store: Kedra Checkout Rules & Upsells
15. Shopify Community: How do you currently discover new Shopify apps, agencies and freelancers?

Questions and answers

What share of Shopify apps have no reviews?

In our random sample of 400 listings drawn from the App Store sitemap on 19 October 2026, 62% had zero reviews and the median app had none. Among apps launched in 2026 the share was 79%. A figure of 44.8% circulates online, but we could not trace it to a method.

How many apps are on the Shopify App Store in 2026?

The App Store's English sitemap listed 28,639 apps on 19 October 2026, up from 23,319 when we counted it on 14 July 2026. Third-party statistics pages give lower totals, around 17,600, and are not consistent with each other.

Does Built for Shopify help a new app get its first customers?

Not directly. The status brings a badge, a ranking boost, priority review and promotion eligibility, but it requires at least 50 net installs from paid shops and five reviews. It helps an app that already has customers grow faster.

How much does it cost to publish and advertise a Shopify app?

Registration is a one-time $19 per Partner account, and on the standard terms developers keep all of their first $1,000,000 of lifetime app revenue counted from 2025. App Store ads are cost-per-click in a first-price auction, with relevance lowering the price; Shopify suggests a $1 default bid when nobody else bids on a keyword and does not publish typical costs.

Where is there still demand for new Shopify apps?

Most clearly where Shopify retired an old customisation method, such as Shopify Scripts or the old Thank you and Order status pages. Stores below Plus can use Shopify Functions only through public apps, which created young categories such as checkout rules. Even there, new reviews tend to go to one app, so test the flow before building.

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