They are all very close in meaning.
As nouns, the aim, the goal and the objective mean 'a purpose or intention; a desired outcome.' They're synonyms. I think goal would be the noun used most often and casually.
BUT, take note that aim can be used as a verb (We aim to do...), while goal and objective cannot. (My goal is to... Our aim is to...)
Hope this helps!