Both notions are related to work and both of them require some kind of qualification. For a trade, mainly manual skills and special training are needed which are not university level ones (for example bricklayer or painter). As for profession, in general, university education is needed. It is mainly an intellectual occupation requiring skills of high level. Their education lasts for 3, 5 or even more years. Lawyer, accountant, teacher are professions.