What happens when a dropshipping supplier runs out of stock?
Your customer finds out, not you, unless you have built something to check. That is the structural weakness of the model: you are selling inventory you cannot see.
The reasoning
The mitigations are unglamorous and they work — a daily stock sync where the supplier offers one, a second supplier on your best-selling lines, and holding stock yourself on anything that reorders. Silence after an order is what turns a delay into a chargeback.
What most people get wrong
Returns are where the model is tested. If your supplier will not take a return, you are the returns department.
Dropshipping’s hard part was never finding a product — it is that you do not control delivery, and delivery is what a customer remembers.
The margin is thin by design, so the whole model depends on cheap traffic. When advertising gets more expensive, dropshipping stops working before anything else does.
How an app changes it
An app is worth building once people buy from you a second time. Most dropshipping stores never reach that point, which is why the honest answer here is usually ‘not yet’.