My parents have a spectacular ocean view from their home in Sunset Cliffs. A few years ago, a neighbor did a teardown and built a home that blocks some of the other neighbors view of the ocean. Several residents tried to block the construction with no luck.
You can try contacting the city about it to see if you have any rights, or, possibly, contact your neighbors directly. Both may be worth a try.