I think you should see a doctor, allergic dermatitis usually has a rash. Even if it is an allergy, by going to the doc you can find out to what (maybe nickel?) and avoid it.
There are other disorders that cause chronic itchy hands and feet, like Raynaud's Syndrome, vascular problems, liver...