Anna Nordlander was born to parish vicar Nils Nordlander (1796–1874) and och Anna Maria Gestrin, and was raised in Skellefteå. She studied at the Royal Swedish Academy of Arts (1866), for Jean-François Portaels in Brussels and at the Académie Julian in Paris.