Climate change has large influences on agriculture and thus food security, which remains heavily dependent on rainfall over Eastern Africa Community (EAC). This study sought to explore the spatial effects of climate change on agricultural production in five countries in EAC, namely Kenya, Tanzania, Uganda, Burundi and Rwanda.