Panini is a surname of Indian origin since the first millennium BCE but presently is more prevalent in Italy. People with that name include:

* Giovanni Paolo Panini (1691-1765), Italian artist
* Carlos Panini (died 1951), Mexican businessman of Italian origin
* Manuel Panini (born 1983), Italian footballer