Pierogies are basically dumplings filled with potatoes, cheese, sauerkraut and boiled then fried to create a crispy outer shell. Gnoccho is an Italian pasta that is made of a potato dough and then boiled. While both contain potatoes, they are actually quite different and have very different flavors.