joining new alliance from different old alliance

Hi, l have been invited to join a more powerful Alliance as l have been very active.Is it a simple case of joing the other group and simply departing from the old group?  

yes that is correct. 

There are no penalties for leaving and joining a new alliance. But be careful and make sure they have room or you kind of end up in limbo