High-throughput fabrication of 3D structures with sub-diffraction nanoscale features is highly desirable but is challenging. Although two-photon lithography (TPL) can create nanoscale 3D features, commercial systems are too slow. Here, we present a technique based on parallelization of TPL that increases the printing rate by more than a thousand times.