AppGap · Sample: product reviews apps · AppGripe (iOS)

Shopify product reviews apps: what merchants complain about

We analysed 198 recent 1–3★ merchant reviews of the top 9 apps in Shopify's Product reviews category: Judge.me Product Reviews App, Reputon Google Reviews, Entangle Google Reviews, TrustShop: Product Reviews, Loox ‑ Product Reviews App, Judge.me Ali Reviews Importer, Reputon Customer Reviews App, LAI Product Reviews App, Junip Product Reviews App & AI. Generated 19 October 2026.

Key findings, ranked by gap size

1. Bugs / broken features: 92 complaints, avg severity 2.2/3, a repeated problem in 9 of 9 top apps.
   “We faced significant challenges while integrating Judge.me widgets into our theme. The process was plagued by bugs, requiring us to repeatedly explain the same issue to different chat support agents, which was both time-consuming and frustrating. Unfortunately…” (2★, Judge.me Product Reviews App)
2. Missing feature: 52 complaints, avg severity 1.9/3, a repeated problem in 6 of 9 top apps.
   “App was quick and easy to install. The options to select how it displays are straight forward. It would be nicer if it had options to select colors, as the color palate is not in sync with our branding. It sould also be nice if there was an option to select ho…” (3★, Reputon Google Reviews)
3. Support: 42 complaints, avg severity 2.3/3, a repeated problem in 4 of 9 top apps.
   “We faced significant challenges while integrating Judge.me widgets into our theme. The process was plagued by bugs, requiring us to repeatedly explain the same issue to different chat support agents, which was both time-consuming and frustrating. Unfortunately…” (2★, Judge.me Product Reviews App)
4. Misleading listing: 40 complaints, avg severity 2.3/3, a repeated problem in 4 of 9 top apps.
   “I'd give zero stars if I could. The "write your review" box did not show at all on mobile. I reached out to support for help and was met with the agent telling me how it does work and I am not refreshing/clearing my cache (which I did several times). She took…” (1★, Loox ‑ Product Reviews App)
5. Price / plan limits: 41 complaints, avg severity 2.0/3, a repeated problem in 2 of 9 top apps.
   “I have been using this application for 2 months. I do not recommend it! I selected the Scale plan and after some time I noticed that in addition to the amount related to the plan they charged me another 40 dollars. I studied a little and saw that they charge a…” (1★, Loox ‑ Product Reviews App)
6. Billing / surprise charges: 19 complaints, avg severity 2.3/3, a repeated problem in 2 of 9 top apps.
   “I have been using this application for 2 months. I do not recommend it! I selected the Scale plan and after some time I noticed that in addition to the amount related to the plan they charged me another 40 dollars. I studied a little and saw that they charge a…” (1★, Loox ‑ Product Reviews App)

How to read this

The leading apps have thousands of reviews and most are positive; this looks only at the recent negative ones, because that's where unmet needs show up. Bigger apps naturally collect more complaints, so the useful signal is a theme that repeats across many apps. We have no relationship with any of the apps listed.