Steve Barker and his side failed to find the back of the net over two legs and bowed out of the competition after losing 1-0 on aggregate against Tanzania's Simba SC on Sunday afternoon.
The second leg was played at Moses Mabhida Stadium on Sunday afternoon and ended in a goalless draw.
Despite the result, both teams displayed moments of quality and tactical discipline. Simba SC took a more conservative approach, sitting back and absorbing pressure from the Winelands side. Stellenbosch pushed hard for a breakthrough but lacked the final touch in front of goal.
The Maroons thought they had found the winner when Genino Palace put the ball in the back of the net late in the second half.
However, VAR came to Simba’s rescue as Andre de Jongh was adjudged to have been offside in the build-up. It was a frustrating end for Barker’s men, who fought hard but ultimately fell just short.