Pignoli nuts are actually an Italian name for pine nuts. They are kernels that come from pine cones. Pignoli nuts have a very distinctive nutty and woodsy taste that is called for in many Italian and Middle Eastern recipes. They enhance meals such as desserts, sauces and custurds.