Compose ‑ A/B Testing vs Shop

Based on the data on this page, Shop is the stronger choice for most Shopify App Store merchants — 4.8★ vs Compose ‑ A/B Testing's 2.2★ is a meaningful gap that usually reflects real product or support quality differences across the user base.

Pricing entry tiers: Compose ‑ A/B Testing at Free to install, Shop at Free. Check each app's tier structure for the capacity limits you actually need before deciding — the headline number is the same shape, but the gating shape per tier (seats, usage volume, integrations) varies.

Shop has the larger user base (9,137 reviews vs 3), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Compose ‑ A/B Testing's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.

Recommended by size: small/early-stage merchants who need fast install and low risk should default to Shop; mid-market and enterprise merchants with specific feature requirements should evaluate both — Compose ‑ A/B Testing's 3-review base may include the workflow context that matches your specific use case better than Shop's broader-but-shallower coverage.

This verdict is generated from the live marketplace data on this page — rating, review count, pricing tier, and category position all refresh from the canonical Shopify App Store listing every 24 hours. AppRanks does not accept payment to influence comparison outcomes; the methodology is documented on the About page and applies identically to every pair on the site.

Is Compose ‑ A/B Testing or Shop cheaper?

Both Compose ‑ A/B Testing and Shop offer paid plans only. Compose ‑ A/B Testing starts at Free to install; Shop starts at Free. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, Compose ‑ A/B Testing or Shop?

Shop has the higher average rating (4.8★ from 9,137 reviews) compared to Compose ‑ A/B Testing (2.2★ from 3 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.

Should I choose Compose ‑ A/B Testing or Shop?

Shop holds the higher average rating (4.8★ vs 2.2★). That is the one dimension AppRanks can separate them on here — read both apps' detail pages for the feature breakdown and recent listing changes.

Which is faster to set up, Compose ‑ A/B Testing or Shop?

Both apps are one-click installs from the Shopify App Store. Shop has the deeper published review base (9,137 vs 3), which often — though not always — accompanies better-tested setup docs. AppRanks doesn't measure setup time directly: read the recent reviews on each app's detail page for user-reported install experience.

Which works better for small vs large Shopify App Store merchants?

Compose ‑ A/B Testing typically suits early-stage and growth-mode teams based on its published review base (3 reviews). Shop typically suits established teams with steady usage based on its published review base (9,137 reviews). A larger review base generally means the app has been exercised at scale — relevant if you are processing high volume or handling enterprise compliance requirements.

Can I migrate data between Compose ‑ A/B Testing and Shop?

Migration support varies by app and category. Compose ‑ A/B Testing and Shop both publish their export options on their marketplace listing pages (or in their support docs); some apps offer one-click import from competitors, others require CSV. The fastest check: search "import from Compose ‑ A/B Testing" in each app's help center. AppRanks does not track migration tooling directly — this is a category-specific capability worth verifying before commitment.