Katy Perry and former Canadian Prime Minister Justin Trudeau’s rumored relationship appears to be gaining momentum. The duo, who were first romantically linked together in July, were recently photographed sharing a kiss on a yacht’s roof off the coast of Santa Barbara,

Former Canadian prime minister Justin Trudeau and pop star Perry have been photographed embracing on board the unlucky-in-love singer’s boat, the Carvelle.

A Canadian source indicated in August that there was mutual interest between Perry and Trudeau.