“It is possible to combine a trip into the Serengeti with time on Zanzibar, and there are lots of tours exactly where this is an alternative. it always involves a flight from Zanzibar to Arusha, in northern Tanzania, https://www.oretetisafari.com/safari/zanzibar-tour-packages