A direct calque of English 'shower' (gift-giving party). The custom isn't traditionally Chinese — Chinese baby celebrations center on
满月酒 (mǎnyuèjiǔ, 'one-month banquet') after birth, not before.
送礼会 is mainly used to describe Western customs or Westernized urban events.
