Whilst you can join in with a singing contest. Normally, we use the expressions 'take part or 'compete' in Britain. 'Compete' is from the word 'competition', and normally implies that you have entered an official competition. 'Take part' is more colloquial. So it would be "I often take part in singing contests" or "I often compete in singing contests"

I often join singing contests