The novelty of the current work considers the characteristic of the fermentability of glycerol by PNS bacterium R. capsulatus. Hydrogen production using glycerol as a carbon source was verified. Therefore, green hydrogen was provided by several biological routes, including an agroindustrial co-product (glycerol) use. Rhodobacter capsulatus, Rhodospirillum rubrum, a co-culture of both, and the fermentative bacteria Enterobacter cloacae, besides a microbial consortium, were used. Experiments were carried out in 50-mL and 1500-mL bioreactors, in which the hydrogen productivity, hydrogen yield, cell density, pH, glycerol, and organic acids were monitored. The findings shown Rhodobacter capsulatus strain at an initial inoculum density of 1.2 g/L presented applicable results for hydrogen productivity (18.3 mmol H2/L day) and yield (5.2 mol H2/mol consumed glycerol) using glycerol (10 g/L) as a carbon source. Biomass density reached almost 4 g/L, while pH varied from 6.8 to 5.5 during glycerol adding. The metabolites formed were mainly butyric acid (3.2 g/L), in R. capsulatus culture, and lactic acid (2.3 g/L) and propionic acid (6.5 g/L), in R. rubrum culture.