Satellite geo-mapping can detect and monitor marine microplastics by sensing sea surface roughness and spectral signals, but is limited by spatial resolution, spectral overlap with natural materials, and environmental interferences. Combining satellite data with ground validation and advanced AI models improves accuracy and hotspot prediction, though current methods primarily complement in situ sampling.