Pumeza completed her matric at All Saints College. She holds a Marketing Diploma from Nelson Mandela Metropolitan University in Port Elizabeth.

She has worked for Edcon Financial Services as a Customer Service Consultant. She has previously worked at the Department of Public Law as a Secretary.