A growth of nanoscience requires spectroscopy which allows us to measure a nanometer scale with a high accuracy. Time-domain ESR spectroscopy has been recently developed to detect small exchange and dipolar interactions that are effective even between two spins with subnano or nano meter separations. This review focuses the advanced time-domain ESR spectroscopic studies on nanoscale structure and dynamics in amorphous or glassy samples.