Disclosed is an oral delivery system that overcomes major barriers encountered in the gastrointestinal tract, particularly rapid proteolytic degradation and low intestinal permeability. Provided is a method for oral delivery of an engineered microorganism to a mammal where the microorganism produces a macromolecule having a desired bioavailability outcome.