Bell, 33, met Campbell when he guest-starred as himself on her now-canceled HBO series How to Make it in America.
"They're absolutely thrilled about the engagement," a friend of the couple told E! News. "They're a wonderful couple who make each other very happy. Lake is beaming about it."