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Farmer participation in agricultural markets is of major importance for rural economic growth and poverty alleviation in developing countries. This paper discusses market failures and constraints in agriculture in low-income countries, focusing on how these failures and constraints affect small farmers, input sellers and output buyers. It then explores innovative models implemented to address these challenges, including: out-grower schemes; input bundling programmes; decommodification through quality product differentiation; information and communication technologies; distributed ledger technologies; and direct purchasing models. Finally, the paper reviews the existing evidence surrounding these innovative approaches and highlights evidentiary gaps.