Highlights: i) We propose a novel way of studying the spatio-temporal evolution of urban inequalities ii) We capture the social complexity of the urban environment using multiple dimensions, spatial scales and time periods iii) Amsterdam’s urban divide stems from gentrification, suburbanisation of poverty/affluence, and fragmentation of older adults iv) These processes vary in timing, are scale-sensitive, and depend on location