I've been on a flight which has taken off over the water only once in 30 years, and that was some time ago, coming in from the land side rather than the ocean side.

I've actually been on a flight which landed the "wrong way" at SXM too, coming in from the land side rather than the ocean side. That flight was on a puddle jumper returning from St Barth.