Mangrove ecosystems in Mozambique provide critical environmental and social benefits, including coastal protection, biodiversity conservation, carbon storage, and support for fisheries and local livelihoods. However, increasing human activity in and around mangrove areas is placing growing pressure on these ecosystems. Identifying and mapping buildings located near mangrove forests can help reveal patterns of land-use change, settlement expansion, and potential environmental degradation.