Data for these databases is often collected from a variety of sources including academic research papers, industrial reports, government agencies, and collaborative research projects. Advanced analytical techniques such as electron microscopy, spectroscopy, and various physico-chemical characterization methods are employed to gather detailed information about nanomaterials.