People's adjustments to multiple shocks and changes, such as conflict and drought, can be intrinsically political processes with uneven outcomes. Strengthening local adaptive capacity is a critical component of adapting to climate change. Based on fieldwork in two areas in Kenya, this article shows how people seek to access livelihood adjustment options and promote particular adaptation interests by forming social relations and political alliances to influence collective decision-making.