How would consumer opinion be effected by the change?
I wonder if, as a consumer, I would resent seeing a "service fee" as opposed to seeing higher priced goods. Perhaps, subconsciously, people ignore the item price and are looking for the "fee". In this case, their pricing is their marketing.
I'd be quite interested in whether they A/B tested the two strategies.