Data caching methods and systems are provided. A method is provided for a hybrid cache system that dynamically changes modes of one or more cache rows of a cache between an un-split mode having a first tag field and a first data field to a split mode having a second tag field, a second data field being smaller than the first data field and a mapped page field to improve the cache access efficiency of a workflow being executed in a processor. A hybrid cache system is provided in which the cache is configured to operate one or more cache rows in an un-split mode or in a split mode. The system is configured to dynamically change modes of the cache rows from the un-split mode to the split mode to improve the cache access efficiency of a workflow being executed by the processor.