A system and method that provides fine grained parallelization to serial pipelines and serial data processing with one or more threading and synchronization models whereby data object or packet processing is orchestrated by a parser identifying the various layers of the input data object and dispatching worker threads to perform the processing of the various layers of the data object, wherein the worker threads may execute in parallel.