Aerosmith

Aerosmith is a popular band.

Peter Parker liked the band and apparently thought they looked good. When he found himself bonded to the symbiote and that it could become any clothing he wanted, he decided to make himself look like band member Joe Perry. However, he decided against the look and went with an Armani suit.

Background
Aerosmith is a real band. Lead guitarist provided the theme song for  and the reference is a tribute to him.