It'll depend on the store in question; some will be fulfilled by the operator, some by Amazon and others by a third-party drop-shipper. I run
eBay and Amazon stores, although sell little via Amazon, but fulfil sales myself. Amazon does push heavily moves for store operators to fulfil via Amazon, and appears to give preference to that route.