This workshop recap brings together insights from leading voices in urban poverty and population mapping. From community-driven slum data to AI-based vulnerability models and the looming crisis of census funding, the sessions explored how we can build inclusive, scalable, and resilient urban data ecosystems. With examples from Nairobi to Mumbai and beyond, this post highlights both the innovations and institutional challenges shaping the future of global urban monitoring.