An apparatus, method, and system for implementing a hardware transactional memory (HTM) system with multiple levels of transactional buffers. The apparatus comprises a data cache configured to buffer data in a shared (by a plurality of processing cores) memory accessed by speculative memory access operations and to retain the data during at least a portion of an attempt to execute the atomic memory transaction. The apparatus also comprises an overflow detection circuit configured to detect an overflow condition upon determining that the data cache has insufficient capacity to buffer a portion of data accessed as part of the atomic memory transaction, as well as a buffering circuit configured to respond to the detection of the overflow condition by preventing the portion of data from being buffered in the data cache and buffering the portion of data in a secondary buffer separate from the data cache.