Addy 
Addly 
Goalify 
Monet 
Reviso 
Key takeaways
- If fulfilment has not started, prefer an edit (add, swap, remove) over a refund-and-reorder. Inventory and payment stay on one order.
- If the box has shipped, a partial refund or a return is honest. Editing a shipped order is how you get inventory desync.
- Removing a line before pick should restock and adjust payment. A "refund" that leaves the line on the order is a bookkeeping mess.
- Document which path your team uses. Mixed practice (some agents refund, some edit) is how customers learn to ask for both.
A partial refund is an unwind. An order edit is a correction. Customers ask for both using the same words ("I need to change my order"). Your job is to pick the path that matches whether the box still exists.
Before fulfilment: edit
They paid for A and meant B. Swap the line, adjust the payment, keep the order ID. They paid for one and want two. Add the line, capture the difference, one shipment.
This is cheaper than refunding and asking them to reorder: they might not reorder, and you have created a second chance to lose them at checkout.
After fulfilment: refund or return
The inventory is in a van. You cannot "edit" it without intercepting a carrier, which you will not do for a $12 SKU. Offer a return, a partial refund if the item is missing from the box, or a new order for what they now want.
Language matters. Do not call that a cancel. Do not call it an edit. Call it what the warehouse can do.
Removal vs refund
If they drop a line before pick, restock it and adjust the capture. A refund issued while the line stays on the order will ship unless someone remembers. That is how you pay to send a thing you already refunded.
One playbook for the team
Write three rows: window open / in fulfilment / shipped. For each, the allowed action. If live chat and the self-serve portal disagree, customers will use both and you will double-process.
Fixing an order is almost always better than unwinding it. The skill is knowing when the order is still there to fix.
Frequently asked questions
Is an order edit better than a partial refund?
Before fulfilment, usually yes — one order, one payment adjustment, one shipment. After fulfilment, a partial refund or return matches reality.
What if they want a cheaper variant?
Swap the line if stock exists and the window is open; capture or refund the difference. Do not leave both variants on the order and refund by hand.
Can they add a product after paying?
Yes, if you can charge the difference and the warehouse can still add it to the same shipment. If the order is already picked, send a second order instead of pretending it is one box.
Do refunds hurt more than edits in analytics?
Refunds show up as returns and can distort merchandising. Edits keep the sale. That is a reporting reason as well as an ops reason to edit while you still can.
