If you change your store's theme, you should not experience any issue with the Customizer.
However, due to the complexity and variety of themes available, it could be that some CSS tweaking (Style sheets coding) will be needed to guarantee a conflict-free display of the Customizer.
You can learn more about how to edit your theme CSS and the page layout here: Editing theme code.