Yeah, they will go on sale sooner or later.
CDJapan usually has 15~30% off and in some cases even 50%!
Yesasia sold this years Erena calendar for 70% off during their sale, but that was already late in the year. They must have had some leftovers.
But yeah, keep an eye on the stock, because they will sell out eventually!