Split Testing Shopify Apps – Reviews & Rating Trends

(Updated November 2026) Compare reviews and ratings for split testing Shopify apps and see which apps are gaining the most install momentum. Review counts are the closest proxy to actual installs — Shopify doesn't publish install numbers — so review velocity is one of the strongest signals of merchant adoption for split testing apps.

Moon Bundles CartDrawer Upsell currently leads on 81.2% market share, followed by Visually A/B Testing & CRO at 6.6%. A concentrated field — one app holds most of the tracked installs.

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Split Testing Shopify Apps — Full Reviews Table

All tracked split testing Shopify apps ranked by total review count, with new reviews gained vs 30 days ago and average rating. Filter by country and date range; sort by reviews or review velocity.

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Reviews are as ofToday.Change is betweenOct 5andToday

Showing 1-10 out of 68

Key Insights:

  • TikTok Shop Integration — SPL leads split testing apps with 873 total reviews — 197 more than Moon Bundles CartDrawer Upsell (676).
  • Top 3 apps (TikTok Shop Integration — SPL, Moon Bundles CartDrawer Upsell, SA Variants: Combined Listings) hold 57.4% of all reviews across the top 10 tracked split testing apps.
  • TikTok Shop Integration — SPL is gaining reviews fastest this month (+32) — strong recent install momentum.
  • 9 of 10 top-reviewed split testing apps gained new reviews this period; 0 saw no net additions.
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Split Testing Shopify Apps — Cumulative Review Trend

Monthly cumulative review count for the top 5 split testing Shopify apps over the past year — a longitudinal view of which apps keep accumulating reviews and which have flattened.

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Monthly cumulative review count for the top 5 split testing Shopify apps over the latest 6 months.
AppJun 2026Jul 2026Aug 2026Sep 2026Oct 2026Nov 2026
TikTok Shop Integration — SPLTikTok Shop Integration — SPL70267746447954983439872388731
Moon Bundles CartDrawer UpsellMoon Bundles CartDrawer Upsell55652607516241765026673236763
SA Variants: Combined ListingsSA Variants: Combined Listings3652638924422334482646315463–
Zipify Landing Page BuilderZipify Landing Page Builder41764192420142224231423–
AltKing: AI Alt Text SEO & ADAAltKing: AI Alt Text SEO & ADA1001613838190522162623519235–

Key Insights:

  • TikTok Shop Integration — SPL's cumulative reviews grew from 9 to 873 over the charted period — 864 new reviews accumulated.
  • TikTok Shop Integration — SPL's 873 cumulative reviews sit 3.7× above AltKing: AI Alt Text SEO & ADA's 235 at the bottom of the plotted split testing set — a wide spread between long-running leaders and newer entrants.
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Fastest to 1,000 Reviews — Split Testing Shopify Apps

Race-style view of how the top 5 split testing Shopify apps reached 1,000 reviews — months since launch on the X-axis, cumulative review count on the Y-axis. Adjust the milestone or app set with the filters above.

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Review velocity for the top 5 split testing Shopify apps — months since launch to reach 1,000 reviews and current cumulative review count.
AppMonths to Reach 1,000 ReviewsCurrent Review Count
TikTok Shop Integration — SPLTikTok Shop Integration — SPLNot yet reached845
Moon Bundles CartDrawer UpsellMoon Bundles CartDrawer UpsellNot yet reached664
SA Variants: Combined ListingsSA Variants: Combined ListingsNot yet reached454
Zipify Landing Page BuilderZipify Landing Page BuilderNot yet reached421
AltKing: AI Alt Text SEO & ADAAltKing: AI Alt Text SEO & ADANot yet reached235

Key Insights:

  • 5 of the top 5 split testing apps haven't yet crossed 1,000 reviews — TikTok Shop Integration — SPL is closest at 845 cumulative.
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Data issue or feedback? Reach out to us at [email protected].

Most-Reviewed Split Testing Shopify Apps

TikTok Shop Integration — SPL leads split testing Shopify apps with 873 cumulative reviews and a 4.9★ average rating. Moon Bundles CartDrawer Upsell (676 reviews) and SA Variants: Combined Listings (463 reviews) round out the top 3. Combined, the top 3 apps hold 57.4% of all reviews across the top tier — a fragmented review landscape with reviews spread broadly. Notable mover: TikTok Shop Integration — SPL added the most new reviews this month (+32) — a strong recent install signal.

Split Testing reviews are spread broadly — TikTok Shop Integration — SPL (873), Moon Bundles CartDrawer Upsell (676), and SA Variants: Combined Listings (463) all carry meaningful review bases. With this distribution, review velocity and rating differentiate split testing apps better than total reviews alone.

Split Testing Shopify Apps — Long-Term Review Trends

TikTok Shop Integration — SPL accumulated 864 new reviews from Jan 2025 to Nov 2026, growing from 9 to 873 cumulative reviews — a steep addition rate for split testing apps. Across the top 5 plotted split testing apps, the steepest ongoing slopes mark the ones still actively winning new merchants — absolute review counts matter less than recent acceleration when picking apps in a category that's still growing.

Comparing split testing apps on review trend slope rather than absolute count is the sharper signal — an app gaining reviews fast is winning current merchants, while TikTok Shop Integration — SPL's 873 cumulative base reflects long-running adoption that may or may not still be translating to new installs.

Review Growth Velocity in Split Testing — Which Apps Grew Fastest

None of the top 5 split testing apps tracked here have yet crossed 1,000 reviews. TikTok Shop Integration — SPL leads the set on current cumulative reviews with 845 — closest to the milestone, at roughly 85% of the way there.

With no app in this split testing set having crossed 1,000 reviews, the category is still in early adoption. TikTok Shop Integration — SPL is the closest to breaking out at 845 cumulative reviews — worth tracking its per-month review velocity to see whether it's on pace to cross the milestone first.

Top 5 Apps in Split Testing

  1. Essential CRO Split AB Testing — Has accumulated 28 reviews for split testing at a 5.0★ average.
  2. Moon Bundles CartDrawer Upsell — Has accumulated 676 reviews for split testing at a 5.0★ average.
  3. Visually A/B Testing & CRO — Has accumulated 148 reviews for split testing at a 4.8★ average.
  4. Eraya: A/B Testing — Has accumulated 38 reviews for split testing at a 5.0★ average.
  5. Elevate A/B Testing Price Test — Has accumulated 146 reviews for split testing at a 4.9★ average.

Split Testing Shopify Apps — Frequently Asked Questions

1. Which split testing app has the most reviews on Shopify?

TikTok Shop Integration — SPL has the most reviews among split testing Shopify apps with 873 total reviews, ahead of Moon Bundles CartDrawer Upsell at 676. Sort the table by Reviews (High to Low) to see the full ranked list.

2. How are reviews used to measure split testing app popularity on Shopify?

Reviews are the closest publicly available proxy for install volume on Shopify — Shopify doesn't publish install counts, so cumulative reviews and review velocity are the standard way to measure adoption. For split testing apps, this page shows total reviews, new reviews per month, and time-to-1,000 reviews so you can compare both established scale and current momentum.

3. Which split testing app is gaining reviews fastest on Shopify?

TikTok Shop Integration — SPL is gaining the most new reviews this month among split testing apps, adding 32 reviews in the past 30 days. Switch the table sub-tab to "Review Changes" to see all apps ordered by review velocity.

4. What is the average rating for top split testing Shopify apps?

The top 5 split testing apps average 4.9★ across 2,619 combined reviews — a strong overall quality benchmark. Individual ratings appear in the table above; sort by Reviews to see how rating varies across the most-installed apps.

5. Why does the most-reviewed split testing app differ from the highest-share app on Shopify?

TikTok Shop Integration — SPL has accumulated the most reviews over time (873), but Moon Bundles CartDrawer Upsell currently holds higher market share. Cumulative reviews reflect long-running merchant adoption, while market share is computed from recent review velocity — so a faster-ramping newer app can lead share before its cumulative reviews catch up.

6. How often are review counts for split testing apps updated on Shopify?

Review counts and rating data refresh weekly on this page. The Reviews Trend chart aggregates monthly intervals by default — switch to weekly granularity for shorter-term signals or yearly for macro trends.

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