Ganeev graduated from The University of Queensland, Brisbane, Australia in 2014. He undertook cardiology speciality training at Royal Brisbane and Women's Hospital, Sunshine Coast University Hospital and Princess Alexandra Hospital in Queensland. He has subsequently completed interventional and imaging fellowships at Princess Alexandra Hospital, Brisbane between 2022-2023. He intends to undertake further fellowship in intervention starting at St George's University Hospital, London in 2023. Outside of academia, Ganeev is a keen guitarist and record collector having played in several bands over the years.