How does rebirth fit with the fact that everything is impermanent?
"Rebirth" is a moral teaching in Buddhism; about destiny due to action (karma).

"Impermanence" is a transcendent teaching in Buddhism. 

"Rebirth" and "impermanence" are not intended to "fit" together.