Mirakle Research · June 12, 2026
Who actually leaves reviews on the Shopify App Store?
Every star rating on the Shopify App Store begins the same way: a shop owner stops what they're doing and types. We pulled all 838,208 of those reviews and asked a simple question nobody really answers — who is holding the pen? Start with one shop, then watch the floor fall away.
That's the shape of the whole thing: a tiny number of relentless reviewers, and behind them an ocean of stores that show up once and never again. To understand any rating on this store, you have to understand that crowd — and the strange characters hiding inside it.
The anonymous crowd
Thousands never even named their store
Here's the first surprise hiding in the crowd. Every new Shopify store ships with a placeholder name — “My Store” — that the owner is supposed to change during setup. Plenty of them install an app, hit a wall, and fire off a review before they ever get around to it. So the App Store is sprinkled with reviews signed by a store that, officially, has no name yet.
Add up “My Store” and its translations and you get 5,752 reviews — more than all but a few hundred apps will ever earn — written by people who hadn't finished unboxing the platform. It's the same placeholder in twenty languages, each one a different merchant wearing the same blank mask.
One and done
Most reviewers leave exactly one review, ever
Strip the placeholder stores out and the crowd has a very particular texture. 65.6% of real reviewers have written a single review in their entire history with the App Store. They install something, it works (or it doesn't), they say their piece, and they're gone.
But — and this is the part that matters for every rating you read — those one-timers are a majority of the people and only a minority of the reviews. Flip the same crowd around by review count and the weight slides to the right: the small band of repeat reviewers writes far more than their headcount suggests.
The power reviewers
A few leave dozens — and a handful are snipers
Who are the repeat reviewers on the right-hand side? Most are enthusiasts: agencies and hands-on merchants who try a lot of tools and rate them fairly. The busiest 2,582 stores — about 0.5% of all reviewers — each wrote eleven or more, and together account for 4.5% of every review on the store.
A few, though, are the opposite of fans. Buried in that group are stores that exist mostly to hand out one-star reviews:
One store, anonymised
42 one-star reviews
across 46 different apps — average rating 1.35★ — almost all of them dropshipping tools, from a single shop in Canada.
It's tempting to make these snipers the story. They're not. Across the entire App Store only 26 stores ever left ten or more one-star reviews — together just 1.1% of every one- and two-star review on the platform. Vivid, but a rounding error.
Where the anger actually is
The lowest-rated apps are the ones touching real orders
So if it isn't snipers, what does drag some categories down? Measure each category against the store-wide average of 4.792★ and the apps in the red aren't random — they're the plumbing of fulfilment. Third-party logistics, print-on-demand, shipping, dropshipping: the software standing between a merchant and a customer's actual parcel.
That makes intuitive sense. A pop-up that misfires is an annoyance; a fulfilment app that ships the wrong thing is a refund, an angry customer and a one-star review written in the heat of the moment. The categories furthest below the line are the ones where a bug becomes someone else's bad day.
The verdict
So do “power reviewers” explain dropshipping's low scores? No.
This is exactly the question a reader put to me on LinkedIn: dropshipping ratings look noisy, so do competitors snipe each other, and would filtering repeat reviewers clean it up? It's a sharp idea, so we tested it directly. Take every one- and two-star review on a dropshipping app — all 1,885 of them — and ask how many came from someone reviewing dropshipping apps over and over.
The answer is 6.8%. Filter every repeat reviewer out and the picture barely flinches. The negativity isn't a coordinated few — it's hundreds of different merchants, each leaving one frustrated star and never coming back. The same one-and-done crowd we started with, now telling you something real about the category.
How this was measured
- Based on 838,208 visible (non-deleted, non-archived) reviews as of June 12, 2026. The zoom-out's “ocean” is a representative sample of the 472,432 reviewing stores, not one dot per store.
- A “reviewer” is a store name + country. That over-merges stores sharing a default name, which is exactly why 5,752 reviews from Shopify's placeholder names (in 20 languages) are excluded from the reviewer analysis.
- The most extreme reviewer is described anonymously; this report never names or shames an individual store.
- Shopify continuously removes reviews it judges suspicious — including many five-star ones — so coordinated sniping may be undercounted here. Even so, repeat reviewers explain only a sliver of category negativity.
Bonus, for the data nerds: of 244,066 developer
replies, exactly 117 were later
edited — and 49 of those
edits changed nothing but whitespace. There's a whole story there. It's in the
newsletter.
Independent research by Mirakle. Not affiliated with or endorsed by Shopify.