A rain barrel will let you store rainfall for use in the garden. A brief rain can fill it up.

Water absorbing crystals you scatter in your garden, put in pots, or otherwise place where more water is needed and after rains (or waterings) they puff up crazy huge (from a grain of sand to a mini marshmallow or bigger) and slowly release that added water over the course of hours to a day or more.