White Bitter melon is easily recognized by its bumpy, warty oblong-shaped skin, giving the initial appearance of a malformed white cucumber. ... The bitterness in the melon is about the only flavor that the melon delivers. This bitterness is not a uniform bitterness and can range from fruit to fruit.