Reports
Ecommerce operations reports
Reports will be published as enough health check and calculator data is collected to support honest, representative analysis. We will not publish reports that claim precision we do not have.
Reports are in development
The reports below are being developed as data accumulates from the health check and calculators. Running the health check contributes anonymised signals to this dataset.
Operations
Ecommerce Margin Leak Report
An analysis of where ecommerce operations are losing margin across returns, fulfilment, app stack, and packaging. Based on aggregated, anonymised health check data.
In developmentPeak Season
BFCM Operations Readiness Report
How prepared are ecommerce operators for peak-season demand? Covers stockout risk, support capacity, fulfilment stress, and planning practices.
PlannedApp Stack
Shopify App Stack Waste Report
An analysis of app stack complexity, redundant spend, and review cadence across Shopify merchants. Based on app stack calculator and health check submissions.
PlannedReturns
Returns Cost Report
A breakdown of return rates, refund exposure, and handling costs across ecommerce verticals. Honest about what the data does and does not show.
PlannedHelp build the dataset
Running the free health check contributes anonymised ecommerce ops data. The more operators who complete it, the more useful these reports will become.