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 App Store 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 App Store 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.

AppRanks

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

These 10 apps lead Shopify App Store's Product review category as of May 2026 — ranked by user rating × review depth, refreshed every 24 hours from the canonical Shopify App Store marketplace listing.

Boost your Shopify store with apps for Product reviews. Discover the latest free and premium apps on the Shopify App Store.

Updated May 18, 2026 · methodology: audit-score · About AppRanks

This list ranks the top 10 Shopify App Store apps classified under Product review by the source marketplace's own taxonomy — apps appear here only because Shopify App Store itself tags them in this category, not because of any AppRanks editorial decision. Within the category set, ranking uses a Bayesian-ish blend of average rating × natural log of review count: the formula is , so a high-rating-low-review app doesn't leapfrog an established listing on a single 5-star outlier. The blend favors apps that are both well-reviewed AND have an established user base.

#1
Judge.me Product Reviews App
5.0(39380)Free plan available
Ranks #1 in the Shopify App Store product review category as a category-leading listing. Currently has a deep review base (39,380 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 Store app with both a 5.0-star average and 39,380 reviews backing it.
See full audit →Compare to #2 →
#2
AG Product Reviews App & UGC
5.0(2854)Free
Ranks #2 in the Shopify App Store product review category as a category-leading listing. A established review history (2,854 reviews) with a 5.0-star average. Pricing: Free. Position holds for the trailing 30-day window.
#3
Loox ‑ Product Reviews App
4.9(7904)Free plan available
Ranks #3 in the Shopify App Store product review category as a category-leading listing. Tracks at 4.9★ across 7,904 reviews — established review history. Pricing: Free plan available. Position holds for the trailing 30-day window.
#4
Google Reviews by Reputon
4.9(1298)Free trial available
Holds position #4 in the Shopify App Store product review category as a category-leading listing. Currently has a established review history (1,298 reviews, 4.9★ avg). Pricing: Free trial available. Refresh: daily from the source marketplace.
View audit →Compare to #3 →
#5
Junip Product Reviews App & AI
4.9(1044)Free plan available
Currently sits at #5 in the Shopify App Store product review category as a category-leading listing. A established review history (1,044 reviews) with a 4.9-star average. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit →Compare to #4 →
#6
Reputon Customer Reviews App
4.9(1040)Free plan available
Holds position #6 in the Shopify App Store product review category as a category-leading listing. Tracks at 4.9★ across 1,040 reviews — established review history. Pricing: Free plan available. Refresh: daily from the source marketplace.
View audit →Compare to #5 →
#7
Judge.me Ali Reviews Importer
4.8(170)Free
Currently sits at #7 in the Shopify App Store product review category as a category-leading listing. Currently has a growing review traction (170 reviews, 4.8★ avg). Pricing: Free. AppRanks tracks this listing on a 24-hour cycle.
View audit →Compare to #6 →
#8
TrustWILL Product Reviews App
4.9(1458)Free plan available
Holds position #8 in the Shopify App Store product review category as a category-leading listing. A established review history (1,458 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
Google Reviews Rocket
5.0(463)Free plan available
Currently sits at #9 in the Shopify App Store product review category as a category-leading listing. Tracks at 5.0★ across 463 reviews — growing review traction. Pricing: Free plan available. AppRanks tracks this listing on a 24-hour cycle.
View audit →Compare to #8 →
#10
Doran Product Reviews App & QA
4.9(708)Free
Holds position #10 in the Shopify App Store product review category as a category-leading listing. Currently has a growing review traction (708 reviews, 4.9★ avg). Pricing: Free. 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★	39,380	Free plan available
2	AG Product Reviews App & UGC	5.0★	2,854	Free
3	Loox ‑ Product Reviews App	4.9★	7,904	Free plan available
4	Google Reviews by Reputon	4.9★	1,298	Free trial available
5	Junip Product Reviews App & AI	4.9★	1,044	Free plan available
6	Reputon Customer Reviews App	4.9★	1,040	Free plan available
7	Judge.me Ali Reviews Importer	4.8★	170	Free
8	TrustWILL Product Reviews App	4.9★	1,458	Free plan available
9	Google Reviews Rocket	5.0★	463	Free plan available
10	Doran Product Reviews App & QA	4.9★	708	Free

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 App Store 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 App Store 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.

At-a-glance comparison

Frequently asked

Track these rankings over time