This article is aimed at analyzing the potential that CAP 2014–2020-related instruments have on supporting agroecological transitions in Europe by focusing on the strengths and weaknesses of key instruments. Through a stepwise participatory research methodology, 105 key stakeholders (farmers, advisors, academics, environment experts, administration representatives, and professionals from food chains) in 15 countries in Europe were engaged in the discussion of the potential of current CAP instruments to solve the barriers that constrain agroecological farming systems in their particular regions. The results of this comparative study show which CAP instruments are valued with a high potential to support transitions to agroecology. The analysis of the stakeholders’ perceptions contributes to an enhanced understanding of why CAP instruments have failed or succeeded to promote agroecological transitions.