How can we pull off the perfect surprise wedding?

We have a lot of family drama, a lot of different people trying to take over and be in control and so my partner and I have decided to throw a surprise wedding because we still do really want all the people we love there (rather than eloping). We have already had an engagement party, so we can't pull that trick.. can you give me some advice/options on pulling off the perfect surprise wedding