How does AppRanks pick the top Product review apps for Shopify App Store?

Apps appear here because Shopify App Store itself classifies them under Product review — AppRanks does not editorially add or remove apps from this category set. Within the category, ranking uses average rating times the natural log of review count (rating × ln(reviewCount + 1)), which keeps a single 5-star outlier from leapfrogging an established listing while still letting a very-well-rated mid-volume app rank above a poorly-reviewed giant. The page refreshes daily from the canonical Shopify marketplace listing. AppRanks does not accept payment to alter ranking on public surfaces.

How often does this product review apps list update?

Every 24 hours. AppRanks pulls fresh rating, review count, and pricing-tier data from each app's Shopify marketplace listing nightly. Apps that lose Shopify App Store's category tag (e.g., a developer changes the listing's primary category) drop off in the next nightly snapshot. The page itself is cached at the CDN for 1 hour to absorb traffic spikes, so during a refresh window the visible list lags the underlying data by at most one hour.

What does "Pick if" mean on each top-3 entry?

"Pick if" is a data-derived recommendation that surfaces the most useful selection criterion for that app — high rating with deep review base means category default; free tier with broad adoption means budget-first pick; high rating with moderate review count means satisfaction-led pick. The framing is generated from the same rating + review count + pricing data shown on the card, not from editorial judgment or paid placement.

Where can I see the full methodology and audit scoring?

The full methodology — including the rating × ln(reviewCount + 1) blend, refresh cadence, conflict-of-interest policy, and the per-app audit-score breakdown — is documented on the AppRanks About page and the audit-score glossary entry. Every app on this list also has a dedicated audit page that walks through title, content, visuals, pricing, and category-tag scoring against the marketplace's published standards.

444 Best Product review Apps for Shopify (2026)

AppRanks

rating × ln(reviewCount + 1)

#1
Judge.me Product Reviews App
5.0(46859)Free plan available
Ranks #1 in the Shopify App Store product review category as a category-leading listing. Currently has a deep review base (46,859 reviews, 5.0★ avg). Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if you want the category default — Judge.me Product Reviews App ranks #1 product review Shopify app with both a 5.0-star average and 46,859 reviews backing it.
View audit Compare to #2 →
#2
AG Product Reviews App & UGC
5.0(3160)Free plan available
Ranks #2 in the Shopify App Store product review category as a category-leading listing. An established review history (3,160 reviews) with a 5.0-star average. Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if budget is the constraint — AG Product Reviews App & UGC ships a free tier and has 3,160 merchants reviewing it, so the no-card path is well-trodden.
View audit Compare to #1 →
#3
Google Reviews by Reputon
4.9(1512)Free plan available
Ranks #3 in the Shopify App Store product review category as a category-leading listing. Tracks at 4.9★ across 1,512 reviews — established review history. Pricing: Free plan available. Position holds for the trailing 30-day window.
Pick if: Pick this if budget is the constraint — Google Reviews by Reputon ships a free tier and has 1,512 merchants reviewing it, so the no-card path is well-trodden.
View audit Compare to #2 →
#4
Google Reviews Rocket
5.0(574)Free plan available
Holds position #4 in the Shopify App Store product review category as a category-leading listing. Currently has a growing review traction (574 reviews, 5.0★ avg). Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #3 →
#5
Junip Product Reviews App & AI
4.8(1151)Free plan available
Currently sits at #5 in the Shopify App Store product review category as a category-leading listing. An established review history (1,151 reviews) with a 4.8-star average. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #4 →
#6
Reputon Customer Reviews App
4.9(1172)Free plan available
Holds position #6 in the Shopify App Store product review category as a category-leading listing. Tracks at 4.9★ across 1,172 reviews — established review history. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit Compare to #5 →
#7
TrustShop: Product Reviews
4.9(357)Free plan available
Currently sits at #7 in the Shopify App Store product review category as a category-leading listing. Currently has a growing review traction (357 reviews, 4.9★ avg). Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #6 →
#8
Judge.me Ali Reviews Importer
4.9(221)Free plan available
Holds position #8 in the Shopify App Store product review category as a category-leading listing. A growing review traction (221 reviews) with a 4.9-star average. Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #7 →
#9
Loox ‑ Product Reviews App
4.9(9601)Free plan available
Currently sits at #9 in the Shopify App Store product review category as a category-leading listing. Tracks at 4.9★ across 9,601 reviews — established review history. Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit Compare to #8 →
#10
Trustify: Product Reviews App
4.9(430)Free plan available
Holds position #10 in the Shopify App Store product review category as a category-leading listing. Currently has a growing review traction (430 reviews, 4.9★ avg). Pricing: Free plan available. Source: Shopify App Store's own published category position.
View audit Compare to #9 →

At-a-glance comparison

Same data as the ranked cards, condensed into a sortable-by-eye grid: rating × review depth × pricing tier across the top 10 product review apps on Shopify App Store.

#	App	Rating	Reviews	Pricing
1	Judge.me Product Reviews App	5.0★	46,859	Free plan available
2	AG Product Reviews App & UGC	5.0★	3,160	Free plan available
3	Google Reviews by Reputon	4.9★	1,512	Free plan available
4	Google Reviews Rocket	5.0★	574	Free plan available
5	Junip Product Reviews App & AI	4.8★	1,151	Free plan available
6	Reputon Customer Reviews App	4.9★	1,172	Free plan available
7	TrustShop: Product Reviews	4.9★	357	Free plan available
8	Judge.me Ali Reviews Importer	4.9★	221	Free plan available
9	Loox ‑ Product Reviews App	4.9★	9,601	Free plan available
10	Trustify: Product Reviews App	4.9★	430	Free plan available

Want to compare any two apps in detail (features, ratings trend, pricing plans side-by-side)? Open the head-to-head page from the "Compare to #N" link on each card above. Custom multi-app comparisons, historical rank trajectory, and CSV export are available on a paid plan.

Frequently asked

How does AppRanks pick the top Product review apps for Shopify App Store?: Apps appear here because Shopify App Store itself classifies them under Product review — AppRanks does not editorially add or remove apps from this category set. Within the category, ranking uses average rating times the natural log of review count (rating × ln(reviewCount + 1)), which keeps a single 5-star outlier from leapfrogging an established listing while still letting a very-well-rated mid-volume app rank above a poorly-reviewed giant. The page refreshes daily from the canonical Shopify marketplace listing. AppRanks does not accept payment to alter ranking on public surfaces.
How often does this product review apps list update?: Every 24 hours. AppRanks pulls fresh rating, review count, and pricing-tier data from each app's Shopify marketplace listing nightly. Apps that lose Shopify App Store's category tag (e.g., a developer changes the listing's primary category) drop off in the next nightly snapshot. The page itself is cached at the CDN for 1 hour to absorb traffic spikes, so during a refresh window the visible list lags the underlying data by at most one hour.
What does "Pick if" mean on each top-3 entry?: "Pick if" is a data-derived recommendation that surfaces the most useful selection criterion for that app — high rating with deep review base means category default; free tier with broad adoption means budget-first pick; high rating with moderate review count means satisfaction-led pick. The framing is generated from the same rating + review count + pricing data shown on the card, not from editorial judgment or paid placement.
Where can I see the full methodology and audit scoring?: The full methodology — including the rating × ln(reviewCount + 1) blend, refresh cadence, conflict-of-interest policy, and the per-app audit-score breakdown — is documented on the AppRanks About page and the audit-score glossary entry. Every app on this list also has a dedicated audit page that walks through title, content, visuals, pricing, and category-tag scoring against the marketplace's published standards.

Methodology details: /glossary/audit-score · /about.

The 10 Best Product review Apps for Shopify App Store (2026)

At-a-glance comparison

Frequently asked

Track these rankings over time