Identify this South African spider
Based on the location and image you provided, I suspect this spider to be Garden Orb-Weaver, belonging to the spider family Araneidae. 

Just a side note: I used an app called iNaturalist to identify this spider. It is a helpful app to identify insects and plants.

Here is a similar image I found online: