This Pacific island does not exist

Sandy Island, a 20-mile strip of land in the Pacific between Australia and New Caledonia, easily found on Google Maps and many other charts, does not exist. The ocean at that point is in fact 4,620ft deep.
That's what they're saying, anyway.