Google Earth Engine vs Mapbox Studio

Google Earth Engine combines satellite imagery and geospatial datasets for large-scale analysis of changes, trends, and surface differences. Its public archive holds more than eighty petabytes of geospatial data and over thirty years of historical imagery, with additions made daily. The web-based Code Editor includes JavaScript editing, map visualization, interactive queries, geometry drawing, task management, API reference, and Git-based script management. Python and JavaScript APIs also support local client-library use. Earth Engine integrates with Google Cloud and can load BigQuery tables, run BigQuery queries, and export results there; the maker also describes interoperability with tools including TensorFlow, PyTorch, Spark, and Pandas. Shareable Apps let stakeholders explore analyses through interactive interfaces. Uses include remote sensing, climate analysis, natural resource management, and sustainability. Eligible groups may qualify for restricted noncommercial use at no cost; commercial and government operational customers are charged. Individual & SMB Basic and Enterprise Basic cost $500 per month; Enterprise Professional costs $2000 per month. Usage-based storage and compute charges are also listed.

Mapbox Studio is a suite for designing custom map styles and managing location data. You can upload and edit Shapefiles, GeoJSON, and CSV data, which Studio converts into vector tiles. Style controls cover colors, typography, road width, point-of-interest density, sky, 3D buildings, and terrain. Studio can visualize point, line, and polygon data through options such as choropleths and scaled point maps. You can add your own fonts, icons, and textures to a map design. Published styles can be used through Mapbox SDKs and APIs; a stylesheet can also be downloaded or a high-resolution image exported for print. Component styles work with Maps SDK for Web v1.0+, iOS v5.0+, and Android 8.0+. Users cannot author their own Style Components, and components cannot be restored after they are ejected from a style. The plan costs nothing and is available to all Mapbox users, though related API and custom tileset usage may be billed separately. Mapbox says it was founded in 2010 and is headquartered in San Francisco.