The strategic arrangement and availability of products on store shelves, known as Store Modulars, play a critical role in driving Walmart sales. Insights derived from snapshots of a shelf at any given time can be used to drive actions in the form of evaluating their standings in a store/region, address missed sales opportunities, prioritize store activities, etc. to help optimize the performance of the assortment. Modular Intelligence provides an end-to-end scalable solution, starting from shelf image capture at stores to generating insights and recommending strategies of action; helping Walmart Suppliers, Merchants and Store Managers get a holistic perspective of their physical shelves. Modular Intelligence will be used for auto-scheduling of tasks for store associates or field representatives to facilitate efficient corrective actions pertaining to shelf management, enhancing overall operational effectiveness.