Air Caledonie has a good website at
http://www.aircalin.nc/s2.aspx?lg=fr&cid=1 and they are members of Flying Blue! So it should be easy to get there using miles instead of cash.
They fly non-stop from Toyko, Singapore and Fiji among other places. I was thinking of going there next summer (northern hemisphere summer that is) perhaps.