Embodiment of the invention related to characterization and optimization of tracks on a disk, magnetic or optical by determining an input/output (I/O) characteristics for a plurality of blocks on a disk by a processor, wherein the characteristics comprise at least one of a data size or data type or an association between the data files, and determining a plurality of parameters affecting operation performed on the disk for placement of the plurality of data clusters.