So the best forms of exercise for hip osteoarthritis are low impact type exercises. So that includes things like swimming, cycling, or using a cross trainer in the gym. These sorts of exercises help to keep the joints supple and strengthen the muscles around the hip, and have been shown to reduce the amount of pain that you feel.