We developed a cloud-based parallel map projection framework of big spatial data. Capabilities of cloud computing and GPU-enabled high-performance computing were coupled. Cloud computing allows for on-demand deployment of the parallel map projection framework. Map projection of vector-based big spatial data is substantially accelerated by GPUs.