A system and method applying store operational data for automated product location tracking within an environment can include collecting operational data with item identifier information, generating item event location data through a sensor monitoring system, processing the operational data and establishing a candidate item location dataset using item event location data associated with the operational data, and translating the candidate item location dataset into an item location map. Variations of the system and method can integrate with product scanning events and/or transaction data.