I don't intend this as medical advice in any way. When I first started cycling I did experience joint pains and muscle aches, especially in the upper body. Someone recommended that I do some weight training for upper body strength.

If you don't have tendonitis or something like that, perhaps a pair of dumbells or some pushups would do the trick.

Carl