Can you lose weight without exercising?

I want to lose about 20lbs. Not much. I HATE exercising. I don’t mind being active like walking, and tend to go outside daily to run around with my kids. But actual exercise? Kill me now.

Can I lose weight with only a calorie deficit? No exercise?