Data Export IO vs TrueROAS ‑ AI Ad Attribution

Data Export IO: Report edges out TrueROAS ‑ AI Ad Attribution on rating (5.0★ vs 4.7★), but the gap is small enough that pricing fit and feature differentiation should drive the decision more than the headline number.

Pricing entry tiers: Data Export IO: Report at Free trial available, TrueROAS ‑ AI Ad Attribution at Free to install. 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.

Data Export IO: Report has the larger user base (2,008 reviews vs 88), which usually maps to broader integration coverage, faster bug-fix cadence, and a deeper bench of community workflow patterns. TrueROAS ‑ AI Ad Attribution'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 Data Export IO: Report; mid-market and enterprise merchants with specific feature requirements should evaluate both — TrueROAS ‑ AI Ad Attribution's 88-review base may include the workflow context that matches your specific use case better than Data Export IO: Report'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 Data Export IO: Report or TrueROAS ‑ AI Ad Attribution cheaper?

Both Data Export IO: Report and TrueROAS ‑ AI Ad Attribution offer paid plans only. Data Export IO: Report starts at Free trial available; TrueROAS ‑ AI Ad Attribution starts at Free to install. Compare the per-tier features in the Pricing section above before committing.

Which has better reviews, Data Export IO: Report or TrueROAS ‑ AI Ad Attribution?

Data Export IO: Report has the higher average rating (5.0★ from 2,008 reviews) compared to TrueROAS ‑ AI Ad Attribution (4.7★ from 88 reviews). Both are tracked daily by AppRanks, so the figures here update each refresh cycle.

Should I choose Data Export IO: Report or TrueROAS ‑ AI Ad Attribution?

Data Export IO: Report holds the higher average rating (5.0★ vs 4.7★). 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, Data Export IO: Report or TrueROAS ‑ AI Ad Attribution?

Both apps are one-click installs from the Shopify App Store. Data Export IO: Report has the deeper published review base (2,008 vs 88), 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?

Data Export IO: Report typically suits early-stage and growth-mode teams based on its published review base (2,008 reviews). TrueROAS ‑ AI Ad Attribution typically suits early-stage and growth-mode teams based on its published review base (88 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.