I was told that the Caliph 3Abd al-Malik hired Byzantine workers from Syria to build the dome & his son Walid also hired them to build some other mosques in Damascus. The dome was intended to rival the church of the Sepulchre, so a lot of money was invested into it & it has some of the same elements.
Thanks