Shoppers today use many channels that lead up to a purchase. They go to websites and mobile apps. They look at products on online marketplaces and social media. Also very many go to physical stores to look at products in person. Each interaction is a point of data collection. Retailers put this data in separate systems. Marketing, sales, and store