The potato (Solanum tuberosum L.) is one of the most important food crops worldwide. Nevertheless, due to food safety concerns, substantial amounts of potatoes are not utilized, resulting in losses. Dormancy development is affected by potato variety, temperature, light, humidity, and so forth. Traditional and novel techniques to detect potato dormancy have been developed based on infrared spectroscopy, hyperspectral, and multispectral imaging systems in combination with simulation verification. This review describes the ability of novel approaches to address the uncertain hazardous issue and delay or inhibit potato dormancy incidence and development. Further, this review describes the role of carbohydrate metabolism and phytohormone regulation involved in potato dormancy, the mechanism of action to address dormancy, and challenges and recommendations moving forward. More work is needed to develop novel approaches toward addressing the problem of potato germination after harvest.