A method includes separating a file into multiple blocks. Each block of the multiple blocks are separated into at least two correlated sub-blocks. Intra-file block organized storage placement on different types of memory devices is determined for the at least two correlated sub-blocks in a file system metadata layout. The intra-file block organized storage placement is based on a predictive column data block placement model that considers multiple attributes of column data blocks.