What type of white hard thing grows on lobster
These are barnacles, which are interestingly related to lobsters. See the image for comparision (from here):

They have a mobile larval stadium, but once they mature, they attach to a hard surface. They can be found on ships, surfaces in harbours, on whales and obviously on lobster shells. See here and here for some more details.