The micro-benchmarks are impressive--eg, to join 1 billion records: Spark 1.6 ~ 61 sec; Spark 2.0 ~ 0.8 sec<p>i assume results such as this are due various optimizations under the Tungsten rubric (code generation, manual memory management) which rely on the sun.misc.Unsafe api.