Dark matter halos are vast, roughly spherical regions surrounding galaxies, composed primarily of dark matter that does not emit or absorb light. These halos play a crucial role in the structure and formation of galaxies, as they provide the necessary gravitational influence to hold galaxies together and facilitate their growth over time.