The grocery industry is a competitive market characterized by thin profit margins, high volume, and a well-established supply chain. Automation has become a significant driver of change within this industry. This paper explores the factors that make grocers ideal candidates for automation, provides case studies on how major players have scaled automation, discusses the future of automation in the grocery sector, and offers insights to help grocers determine if automation makes sense for their specific circumstances.