That totally depends on the new provider. One of the nice things about Stripe was their APIs and SDKs were so easy to use. As a solo dev, I was able to spin up a site in a very short amount of time.

If the new provider has less features/ease-of-use, then you have to start from square one on integration. If you have a team, then maybe not as big of a burden as being a solo dev.