If your melon juice is bitter, it's most likely that the fruit itself was not ripe and sweet enough, or you cut too close to the rind. If bits of rind make it into the juice, it can cause the overall juice to taste bitter. Before making, taste the fruit and ensure it's ripe and juicy. The better the fruit, the better the juice!