Turn returns into your next product decision.
My Business turns weekly Shopify return signals into a prioritized fix list for apparel, footwear, and high-SKU consumer brands.
Shopify-first, read-only analysis. Not a returns portal, approval engine, or refund tool.
$4,860
estimated return impact
18.4%
highest-return variant
3
patterns to act on
Priority one
Ridge Runner · Size 8–9
Return cluster
“Runs small” · 42 returns
Estimated impact
$1,740 this week
Suggested experiment
Add a fit note above the size selector; validate with the next 25 completed returns.
Illustrative report format — recommendations remain your team's decision.
Find the leak
Spot the SKUs and variants consuming the most return value.
See the pattern
Group reason signals into sizing, product, PDP, and QA themes.
Prioritize the fix
Estimate impact and focus the next product decision on the clearest signal.
A narrow, useful starting point
One weekly answer: what should we fix next?
- 01
Connect Shopify
A read-only connection for the design-partner analysis. No customer-facing workflow changes.
- 02
Pull minimized signals
We focus on return and order signals needed to find patterns — not customer identities or payment data.
- 03
Receive the prioritized report
A weekly view of return-prone variants, reason clusters, estimated impact, and suggested PDP, sizing, or QA tests.
Built for minimum necessary data
Return insight, without a customer data warehouse.
Data minimization
The MVP does not retain names, emails, street addresses, payment data, or full order notes.
No general model training or resale
Your merchant data is not used to train general models, sold, or repurposed for advertising.
Merchant control
Reports are informational. Your team remains responsible for the decisions, experiments, and changes you make.
Provisional program pricing
Simple volume-based pricing.
The first cohort is limited and helps shape the report before broader availability.
Design-partner intake
Help shape the weekly return report.
For Shopify apparel, footwear, and high-SKU brands doing roughly $10k–$500k per month. This is a research and fit conversation — not instant onboarding.
We will review the fit and follow up if the limited cohort is a match.
Questions, answered