Pro Analytics | By The Numbers vs Report Pundit

Pro Analytics | By The Numbers and Report Pundit: Custom Reports are evenly matched on rating (4.9★ vs 5.0★) — the differentiator comes down to pricing fit, feature breadth, and which app's interaction pattern suits your team's workflow.

Pricing entry tiers: Pro Analytics | By The Numbers at Free plan available, Report Pundit: Custom Reports at Free plan available. 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.

Report Pundit: Custom Reports has the larger user base (2,031 reviews vs 81), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. Pro Analytics | By The Numbers's smaller cohort can be an advantage for niche workflows where the bigger app has accumulated bloat.

Recommended evaluation path: install both apps' free tiers (where available) and run them in parallel on a small cohort for 7-14 days before committing. The data tables below show the per-feature breakdown — for most merchants the deciding factor will be a single integration or workflow detail that's hard to compare from listing pages alone.

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 Pro Analytics | By The Numbers or Report Pundit: Custom Reports cheaper?

Both Pro Analytics | By The Numbers and Report Pundit: Custom Reports offer paid plans only. Pro Analytics | By The Numbers starts at Free plan available; Report Pundit: Custom Reports starts at Free plan available. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, Pro Analytics | By The Numbers or Report Pundit: Custom Reports?

Pro Analytics | By The Numbers (4.9★, 81 reviews) and Report Pundit: Custom Reports (5.0★, 2,031 reviews) are essentially tied on rating. Look at review velocity and individual reviewer quotes — both visible on each app's detail page — to differentiate.

Should I choose Pro Analytics | By The Numbers or Report Pundit: Custom Reports?

Report Pundit: Custom Reports holds the higher average rating (5.0★ vs 4.9★). 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, Pro Analytics | By The Numbers or Report Pundit: Custom Reports?

Both apps are one-click installs from the Shopify App Store. Report Pundit: Custom Reports has the deeper published review base (2,031 vs 81), 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?

Pro Analytics | By The Numbers typically suits early-stage and growth-mode teams based on its published review base (81 reviews). Report Pundit: Custom Reports typically suits early-stage and growth-mode teams based on its published review base (2,031 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.