Phil 'As well as' is probably more common in spoken English. 'In addition to' is a bit more formal. Notice that both of these expressions can put a slight emphasis on the item that doesn't follow 'as ...

用英语问候生病的朋友 Episode 181107 / 07 Nov 2018 Learn some English expressions you can use to show support to a sick friend ...