This analysis documents digital health–related learning networks in Africa to better understand the current landscape and the approaches being used by these networks to develop capacity. We examined key strengths and differentiators of 13 selected networks, raising important considerations for funders and stakeholders interested in supporting learning networks as a means to develop digital health capacity.