Impala does not currently support Serde last when I checked, which limits its usage for certain cases. And I would not treat any benchmark too seriously since every vendor probably would only know/be willing to tune its own products. Check the latest Spark SQL benchmark. http://databricks.com/blog/2014/06/02/exciting-performance-i...