Geographic location is critical in scenarios where users are interested in items physically tied to a place, such as real estate listings, job postings, or local events. Crucially, location data enables relevant recommendations even for users with no interaction history, because the system can fall back on items that are popular within the user's region. This makes location one of the most actionable cold-start signals available.