The aggregation of the protein alpha-synuclein is closely associated with several neurodegenerative disorders and as such the structures of the amyloid fibril aggregates have high scientific and medical significance. However, it seems that there are about as many unique atomic-resolution structures of these aggregates as there are publications describing them. Obviously, this highly polymorphic nature of alpha-synuclein fibrils hampers efforts in disease-relevant in vitro studies on alpha-synuclein amyloid aggregation. In order to better understand the factors that affect polymorph selection we studied the structures of alpha-synuclein fibrils in vitro as a function of pH and buffer using cryo-EM helical reconstruction. We find that in the physiological range of pH 5.8-7.4 a pH-dependent selection between Types 1, 2 and 3 polymorphs occurs. Our results indicate that even in the presence of seeds, the polymorph selection during aggregation is highly dependent on the buffer conditions, attributed to the polymorph-unspecific nature of secondary nucleation. We also uncovered two new polymorphs that occur at pH 7.0 in phosphate buffered saline. The first is a monomeric Type 1 which highly resembles the structure of the juvenile-onset synucleinopathy polymorph found in patient-derived material. The second is a new Type 5 polymorph that resembles a polymorph that has been recently reported in a study that used diseased tissues to seed aggregation. Taken together, our results highlight the shallow amyloid energy hypersurface that can be altered by subtle changes in the environment, including the pH which is shown to play a major role in polymorph selection and in many cases appears to be the determining factor in seeded aggregation. The results also confirm the possibility of producing disease relevant structure in vitro.