In accordance with the described techniques for data compression and decompression for processing in memory, a page address is received by a processing in memory component that maps to a first location in memory where data of a page is maintained. The data of the page is compressed by the processing in memory component. Further, compressed data of the page is written by the processing in memory component to a compressed block device responsive to the compressed data satisfying one or more compressibility criteria. The compressed block device is a portion of the memory dedicated to storing data in a compressed form.