A trained lawyer, Mwapachu graduated with a law degree from the University of Dar es Salaam in 1969. He later obtained a Postgraduate Diploma in International Law, International Institutions, and Diplomacy from the Indian Academy of International Law and Diplomacy in New Delhi, India.
