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This article assesses the adoption of CA by smallholder farmers in semi-arid areas of Tanzania. They surveyed smallholder farmers in 4 villages with a random sample of 260 households -- 134 CA adopters and 126 non-adopters. The results show that extension services led to a better quality of CA practices on CA farms. Gender, access to extension services, access to agricultural inputs, participation in farmer groups, and access to credit for agriculture significantly influenced the adoption of CA. Adopters achieved higher yields and higher farm income compared to non-adopters. They conclude that more resources are needed for better extension and mechanization to help scale up adoption of CA together with better monitoring and evaluation to measure impact and sustainability in semi-arid areas.