The study used available settlement datasets, historical census data and developed population distribution modelling methods to reconstruct population distribution changes over 30 years across the Kenyan Coast, a data-scarce area characterized by high population growth rates. The methodological challenges and opportunities associated with the production of gridded population distribution time-series were explored.