I never bothered with proper bathers until DD was about 3, when she was toilet trained. While she was in a swim nappy, she just used that and a rashie.

DS is the same. My nephew wears a swim nappy underneath his speedo bottom and tbh it looks ridiculous. They don't really need anything apart from the swim nappy I reckon!