Refund analytics that catch problems early
A sudden refund spike is a signal something's wrong — a product, a promotion, a fulfillment mistake. Kelmora detects it fast and shows you the dollar impact and the products behind it.
Refund problems compound while you're looking elsewhere
Returns and refunds are normal — but abnormal refund activity is often the first sign of a deeper issue. Catch it late and you've already shipped the problem product to dozens more customers and absorbed the cost of returns you could have prevented.
- ✓ Refund volume and value against your baseline
- ✓ Abnormal spikes flagged in near-real time
- ✓ The products and orders driving returns
- ✓ Dollar impact, not just counts
Refunds, explained
Refunds are compared to your own history, so a real anomaly stands out from normal variation.
See which products are driving refunds so you can fix the root cause, not just the symptom.
Unusual cancellation increases are monitored alongside refunds for a fuller picture.
Every finding is tied to the dollars involved, so you know what deserves attention first.
A refund spike, decoded
Refunds jump 218% overnight
Kelmora flags the spike against your baseline, then shows the evidence: 12 refunds worth $1,482, concentrated on a single product. You see the pattern in minutes, not at month-end.
A product's refund rate creeps up
No single day looks dramatic, but a product's refund rate has climbed for two weeks. Kelmora surfaces the trend so you can investigate sizing, descriptions or fulfillment before it spreads.
Keep exploring
Frequently asked questions
What does Kelmora's refund analytics track?
Kelmora monitors refund volume, refund value and refund rate against your store's own baseline. It detects abnormal spikes and identifies the products and orders driving them.
How is an abnormal refund spike detected?
Kelmora learns what normal refund activity looks like for your store, then flags when refunds diverge from that baseline — for example, a 218% jump in 24 hours — rather than using a generic threshold.
Does Kelmora process returns or issue refunds?
No. Kelmora is read-only. It analyzes refund and cancellation signals to explain what's happening, but it never modifies orders or issues refunds.