Most certainly you can, but like anything, only take what you can use in a session, and don't transport off the beach. They reckon that diseases are spread from one pipi colony to another by fishos who decide to take them, then return unused pipi's to a different location.
Have not tried to catch them recently so I can't say which beaches on the gold coast are producing at the moment
Scalem