Labels Bank
Upload a shipment spreadsheet, get billed for exactly what's in it, pay with a real card, and get finished labels back. The whole thing is server-verified end to end, with a human fulfillment step behind it.
The problem Labels Bank solves.
Businesses shipping in bulk already have their shipment data in a spreadsheet. Turning that into printable labels is usually manual work, expensive third-party software, or a carrier's clunky bulk tool.
Labels Bank cuts that down to: upload the CSV, the server counts exactly how many labels it'll produce, pay a transparent per-label price through Stripe, and an admin fulfills the job and uploads the finished file back.
It's three separate apps — a Next.js customer site, a Vite/React admin panel, and an Express API owning pricing, payments, and fulfillment state — live on Vercel, built over about 20 real dev sessions.
End-to-end ownership.
I built Labels Bank end-to-end — replaced an early self-reported label count with actual server-side CSV counting, wired up Stripe's two-sided payment confirmation, and built the admin fulfillment workflow with live order tracking.
Server-side CSV row counting so pricing is mechanically derived, never client-trusted
Stripe payment intents with independent backend confirmation before any order is marked paid
Three-app architecture: Next.js customer site, Express API, Vite/React admin panel
Cloudinary file storage for uploads and finished labels, built for a serverless deployment
MongoDB aggregation-pipeline search and pagination across thousands of orders
Tools of choice.
What makes Labels Bank different.
Server-Verified Label Counting
The server streams and parses every uploaded CSV itself — the customer can't be over- or under-charged based on client input.
Real Stripe Payments
Stripe Elements card entry with a payment-intent flow, confirmed independently by the backend before an order is marked paid.
Human-in-the-Loop Fulfillment
Orders route to an admin panel where staff download the source file, do the label work, and upload the finished result.
Live Order Tracking
Customers and admins both see live status — pending, processing, completed — with automatic email notifications at each transition.
Admin Stats Dashboard
Live counts of pending/processing/completed orders and revenue, with searchable, paginated order management.
CSV Template Download
A one-click, correctly-formatted blank CSV template so customers upload data in the exact shape the system expects.
What it achieved.
“Letting the customer self-report a label count and then having the server actually parse the file instead — small change, but it closes the obvious way someone could shortchange their own bill.”
Like what you see?
Check out more of my work, or just reach out if you want to talk about a project.

