The family seat was the castle and estate of Liebenberg in the region of Brandenburg, north of Berlin.
Eulenburg studied History and Philosophy in Munich from 1902 onward, taking courses in counterpoint with Professor Ludwig Thuille and orchestral studies with the renowned Court Kapellmeister Zumpe.