Mapbox is a widely used location data platform offering powerful map APIs, geocoding, and spatial analysis tools, but teams often seek alternatives for cost efficiency, flexibility, and specific GIS capabilities that Mapbox may lack. Various alternatives cater to different needs: Felt provides an easy-to-use platform with transparent subscription pricing, ideal for rapid application development without GIS expertise; Google Maps Platform is valued for its global coverage and integration capabilities, despite scaling costs; Azure Maps integrates seamlessly with Microsoft's cloud services for enterprise applications; ArcGIS Online offers professional-level spatial analysis and robust Unity support, suited for larger budgets; CARTO enables actionable insights from location data with advanced vector tile rendering; HERE Technologies is favored for logistics and IoT applications due to its detailed maps and offline capabilities; OpenStreetMap offers flexibility as an open-source project, suitable for those willing to self-host; and MapTiler provides customizable map styles and efficient mobile performance. The choice of a Mapbox alternative depends on the priority of performance, ease of use, or flexibility, with platforms like Felt offering a comprehensive solution in a user-friendly interface.