LinkedIn ↗Substack ↗Side projects ↗My CV ↗
← All work

Case study 03 · Marketplace · Seller platform

AOS.

A fashion marketplace where sellers run everything from one screen.

RoleProduct, design and build
TimelineOctober 2026
PlatformStorefront, seller centre
StatusWorking concept on sample data
AOS main screen
01 · the problem

A marketplace is two products, and the second one usually loses.

Buyers get the beautiful storefront. Sellers get spreadsheets, a dashboard they can barely use and a payment date nobody can find. Every marketplace lives or dies on whether sellers can list quickly, keep stock honest and ship on time.

So the brief: build the seller side first. A seller centre where a merchant uploads a product once and sees it live, tracks inventory, moves orders through fulfilment and can always answer one question: when do I get paid?

02 · key decisions

Six bets that shaped the product

01

Publish is one form

Name, SKU, category, price, stock and images. One save and the product is live on the storefront.

02

Stock is the truth

Inventory, product tables and low-stock alerts all read the same source, so the number a seller sees is the number that ships.

03

Orders are a workflow, not a list

Every order moves processing, packed, shipped, delivered, with a returns state, and the action button always names the next step.

04

Money on the first screen

Available balance, in-transit funds and the next payout date sit on the overview, with a transactions ledger and a withdraw action behind them.

05

Trust features are first-class

Buyer reviews with a public reply flow and promo codes with pause and delete, not afterthoughts bolted on at the end.

06

Works on a phone

Sellers check their store between jobs, so every screen reflows for mobile rather than pinch and zoom.

03 · what's in it

A storefront and a nine-screen seller centre

The storefront mirrors the structure buyers expect on a fashion marketplace: utility bar, Women and Men split, category navigation, a hero, category tiles, a new-in grid, campaign banners and a sale band.

The seller centre covers the full run of a small merchant: overview, products with upload, edit and delete, inventory with restock and CSV export, orders with a status flow and order detail, shipments with carrier tracking, customers, discounts, reviews and payments with withdrawals.

04 · how I'd measure it

What success looks like

This is a concept on sample data, so these are the numbers I would watch if it shipped:

  • Time from signup to first product live
  • Share of orders shipped within 24 hours
  • Sellers who return weekly to the overview
  • Review reply rate within 48 hours
05 · what I took away

The seller is the customer too

I have built marketplace supply before at Jumia, and the lesson held here: the seller experience is not admin tooling, it is the product. Every screen was judged on whether a busy merchant would still understand it at the end of a long day.