Born in Stockholm as a daughter of publisher Albert Bonnier and a member of a leading family of publishers, Eva Bonnier studied painting with August Malmström and became a student in the women's section of the Royal Swedish Academy of Arts in Stockholm in 1878. Together with her friend and co-student Hanna Hirsch, she traveled to Paris in 1883, staying there until 1889.