Sun-dried tomatoes are simply tomatoes that have been dehydrated in the sun. You can find them at most grocery stores, typically in the aisle with jarred pickles, olives, roasted-red peppers, etc. Sun-dried tomatoes are almost always packaged in a jar with olive oil, and they have a more intense flavor profile than a typical tomato.