Soumaré made her Olympic debut at the 2008 Summer Olympics in Beijing. She competed in only one event - the 4 x 100 meters relay together with Muriel Hurtis-Houairi, Lina Jacques-Sébastien and Carima Louami. In their first round heat they did not finish and were eliminated, due to a mistake with the baton exchange.