DTC electronics brand, heavy returns/refunds modeling
Industry
DTC electronics e-commerce
Company size
Growth-stage DTC brand
Commercial focus
Gross-to-net, returns, refunds
Selling footprint
U.S. online; selective Canada
Assortment
Electronics, accessories, open-box
Data scope
14 tables, 1.17M rows
Quavren Electronics is a fictional DTC electronics brand built for BI demos that need orders, fulfillment, returns, refunds, inventory, campaign quality, and customer cohorts in one model. The company sells personal electronics, charging accessories, audio gear, smart-home add-ons, and certified open-box units through owned digital channels, giving buyers a practical story for gross-to-net leakage, product-quality drilldowns, refund-cycle pressure, and inventory availability.
These are the operating questions this kit is optimized to answer first.
Move from gross orders to discounts, refunds, shipping fees, and net revenue by cohort.
Drill from return-rate spikes into product, return reason, disposition, and recovery.
Compare campaigns by acquisition volume, repeat behavior, refund exposure, and net contribution.
Connect stockouts, split shipments, and delivery delays to returns and refund cycle time.