Where arcane magic is learned through tedious study and long hours of practice, divine magic is granted to the subject by a higher power.  This is nearly always by a deity, but in some cases it can be a bit more abstract – where an individual can be granted divine spells by drawing directly upon the power of Nature, for example. 

Divine spells cannot be learned from spellbooks or scrolls – they must be specifically granted by a divine source.