The coffeeshop Food'R'Us which serves this, just gets it right. Not too thin and not too heavy that it becomes a herbal potion. They also serve simple set meals which are quite affordable, for the area anyway.
There is also the very famous
The coffeeshop is part of Le Peranakan Hotel, which lies along the foodie stretch of East Coast Road.