In an age of vitamin waters and energy drinks, the decadeslong decline in U.S. milk consumption has accelerated, worrying dairy farmers, milk processors and grocery chains.

The industry "is coming to recognize this as a crisis," says Tom Gallagher, CEO of Dairy Management Inc., a farmer-funded trade group that promotes milk products. "We cannot simply assume that we will always have a market."

Per-capita...