Our 3D spatial map transforms thousands of property listings into a skyline of bars, where height corresponds to the number of guest reviews—each review roughly equating to three bookings. This visualization instantly highlights hotspots: towering bars cluster along the coast and in the central highlands, revealing where guest demand—and by extension rental revenue—is concentrated. By peering “underneath the hood,” investors can see not just raw counts, but spatial relationships between high-performing villas and their surroundings.
To orient ourselves, we demarcated Ubud’s boundary in blue—stretching from the central highlands to the lakeside—and outlined Canggu in green, tracing the coastline from Seminyak down past Echo Beach. On the rotated map, Canggu resembles a forest of skyscrapers, testament to its thousands of listings. Ubud, meanwhile, displays a multi-dimensional growth pattern, radiating south, north, east, and west as more properties load onto the platform.
Beyond identifying high-demand zones, this spatial analysis provides a sustainable lens: developers can target under-served pockets in Ubud’s periphery, minimizing overdevelopment in the core, and preserve rice-field buffers. For rental managers and investors, these geo-insights enable precision in portfolio expansion, ensuring Bali’s cultural legacy coexists with modern vacation rental growth.