Yup it's just CICO (with some health exceptions). Now enough physical exercise and you can make a significant dent in your daily caloric requirements, but most people drastically underestimate how many calories they are actually burning while working out.
Conversely if you do have an idea how to do long distance, high endurance cardio you probably already understand how much more energy you need to intake to keep up on weight.