Our client, a leading retail analytics firm, wanted to understand better the distribution and performance of coffee chains across the U.S. They needed to Extract Starbucks and Dunkin' Donuts Location Data to evaluate store density, regional coverage, and proximity to competitors. Manual collection was impractical due to the sheer number of locations and the constant need for updates.