Common loanword for a leisure activity pursued for enjoyment. Often used in compound phrases like ホビーショップ (hobby shop).
His hobby is stamp collecting.
He enjoys building plastic models as a hobby.
週末はホビーを楽しむ時間が欲しい。
I want time to enjoy my hobbies on the weekend.
On days off, I'm absorbed in my hobby of fishing.