Designing a clearance program at scale
$26M GMV impact, -50% penalty, -56% downstream issues
The problem
Aging inventory is a structural problem in any marketplace at scale. Sellers with unsold stock face a painful choice: keep paying storage and listing fees on stale inventory, or take a loss on aggressive discounts without platform support. The marketplace had no formal clearance mechanism, leaving sellers to improvise — often with poor results for both their economics and the buyer experience.
Meanwhile, the platform was absorbing downstream costs from stale inventory: increased returns, higher contact rates, and search quality degradation from listings that would never convert.
What I did
Built the business case with quantified downstream costs
Mapped the full cost chain of aging inventory — not just seller-side storage costs, but platform-side costs including search ranking dilution, buyer trust erosion from seeing overpriced stale items, and operational costs from returns and complaints. This bottom-up analysis justified investment in a formal clearance mechanism.
Designed a graduated incentive structure
Created a program where sellers receive progressively stronger incentives to clear aging inventory — starting with visibility boosts and escalating to fee reductions and promotional placement. The key design decision was making the incentives time-bound and automatic, removing the negotiation friction that had killed previous attempts.
Negotiated penalty reduction framework with policy team
The platform's existing penalty structure punished sellers for behaviors that clearance selling naturally triggers (price drops, relisting). Worked with the policy team to create exemptions within the clearance program, reducing penalties by 50% for qualifying sellers while maintaining marketplace integrity safeguards.
What I learned
Multi-stakeholder product work requires building a coalition before building the product. The clearance program touched seller operations, category management, marketplace integrity, finance, and engineering. Shipping the feature was 30% of the work. Getting alignment was 70%.
Numbers
$26M GMV impact from clearance-enabled transactions (approximate, anonymized)
-50% reduction in penalties for participating sellers
-56% reduction in downstream issues (returns, complaints) for cleared inventory
Numbers are approximate and anonymized where applicable.