African countries are ‘late-latecomers’ to industrialization and have weak manufacturing sectors, poor export performance, low technological capability, and weak domestic linkages, unlike many successful South East Asian ‘late-comer’ countries, where export-led industrialization has been a driving force of technological learning, structural transformation, and catch-up. This chapter reviews two divergent cases of successful learning and catch-up in Ethiopia, the floriculture and cement industries, representing an export sector and a strategic basic industry, to demonstrate policy learning through sectoral-level industrial policies. Both successes and failures provide lessons on the dynamics of technological and policy learning, and show the complexity of learning and catch-up in Africa. Furthermore, Ethiopia’s recent university reforms, the largest in Africa, and the strategic and dynamic learning approach to the development of industrial hubs, are reviewed, together with implications for the progress, challenges, and complexities of national skill formation and the development of domestic absorptive capacity. This chapter argues that successful catch-up by African countries is linked to the intensity, pace, and direction of learning, and that policy learning by an active state is an essential element in industrial policy serving as a vehicle for catch-up.