Why do returns get stuck between teams?
A return crosses several handoffs: a label, a carrier journey, a warehouse scan, a customer update and refund preparation. When those steps are disconnected, someone has to carry the state from one team to the next.
This build puts return labels, warehouse scans, customer updates and refund preparation in one tracked lifecycle.
How does one return move through the system?
The lifecycle connects the return label with the shipment tracking, warehouse scan and customer update. Refund preparation is part of the same record of progress.
n8n, Python, PostgreSQL, carrier APIs and Slack make up the stack.
How are hundreds of shipments tracked at once?
A custom async engine tracks hundreds of shipments at once with rate limits and retries. The system carries the tracking work between updates instead of requiring a person to check each shipment.
How should the result be read?
The reduction in manual returns work is estimated at 60 to 70 percent. It is an estimate, not a measured guarantee for another operation.
The concrete change is one tracked lifecycle across labels, warehouse scans, customer updates and refund preparation.
What is running in production?
60 to 70 percent less manual returns work. Estimated.
Have the same handoff?
We build automation and AI agents for ecommerce teams whose orders move through a real warehouse.