Kyle from Trulia here.
As Eric mentioned, the best way to get sold data is to contact an real estate agent in your area. They have access to the local or regional Multiple Listing Service (MLS) which stores, keeps, and maintains this information. The agent can also get other useful data such as expired listings.
A great place to start would be the local REALTOR association.
Best of luck!