3 ms·Cats overeating is 100% genetic. I've raised 12 cats in my life, all fed the same way. Only 2 ever got fat.by cm2012 8y agoCats overeating is 100% genetic. I've raised 12 cats in my life, all fed the same way. Only 2 ever got fat.