Where one lives matters because patterns of spatial inequality shape the horizons of urban lives. They also critically affect urban policies, especially in large metropolitan cities where intra-urban differences can be of very large magnitudes. Gaining insights from recently released ward-level census data for urban settlements, this paper uses a set of constructed indices and geospatial maps to focus on spatial inequality within cities and across scales of settlements. Arguing that the slum is not a proxy for urban poverty and inadequate housing patterns, it underscores the need for newer methods to spatially trace multidimensional urban poverty and vulnerability.