The problem ive had in the past was that it loses some of its potency because of the water coming out of the cucumbers. In addition, over time it gets a little "thicker", almost gummy like an okra affect. With that said, I usually just start all over again. Although, sometimes ill slice the cucumber into thing slices, toss them in the brine, and they pickle overnight.