Report Toaster
Powerful reporting and analytics app available for Shopify merchants. Use real-time data from your store to create, schedule and export custom reports.
The pitch, and what the numbers say
Report Toaster: Custom Reports — Analytics · https://reporttoaster.com
Estimated revenue: reviews × installs-per-review × paying share × entry price; every input is on the full x-ray.
Why users leave
The free diagnosis shows the top complaint. The full brief has every cluster, the build ideas and the buyers.
Paid membership required for salesperson and fulfillment-date report; user cannot justify $9 monthly for a weekly order-fulfillment printout.
“this renders this app useless to me as I cannot justify $9 a month to print off a weekly report to help me fulfill orders.”
What a challenger would build
Closest alternatives
- Xporter Data Export & Reports$2k–13k
- EZ Exporter ‑ Data Exports$21k–60k
- Data Export IO$25k–170k
Who is buying right now
1 buyer thread in the same market in the last 30 days, with links and excerpts in the full brief.
Full 1-star breakdown with verbatim quotes, the build blueprint and every live thread — on every product.
How to read this
Sources: the product's public listing and reviews, its published price, and public forum threads. Revenue is an estimate unless marked verified by the founder; the formula and its inputs are on the full x-ray. Complaints are grouped by a language model and each quote is a verbatim excerpt, linked to the original review. Build difficulty is a model's reading of the listing and the complaints, not a measurement. Figures are a snapshot of Nov 2, 2026. Corrections: corrections.