This dataset provides 32.5 hours of Swahili speech recordings (5,535 samples) from 52 Kenyan speakers living with speech impairments. The participants represent a diversity of progressive, acquired and congenital aetiologies, including cerebral palsy, Parkinson's disease, multiple sclerosis, autism spectrum disorder, Down syndrome, stroke and stuttering.