Recently, there has been growing interest among scholars and industry professionals in understanding how agro‐food supply chains can shift from a linear to a circular model. This involves managing waste, recovering resources, and adopting sustainable practices. However, knowledge on circular economies in agro‐food supply chains is scattered, with limited comprehensive studies available. To address this gap, our study conducts a bibliometric and network analysis of 364 documents from the Scopus database. We identify influential authors, contributing countries and journals, and most cited documents. Additionally, we use network analysis to visualize connections between authors and keywords, providing insights into emerging trends and critical research areas. We also uncover important keywords and themes, laying a foundation for future research directions. Overall, our study offers a comprehensive overview, serving as a basis for further exploration in this field.