Not subject matter expert but few that come to mind: memory can become a bottleneck, reading sequential data instead of jumping pointers/reading useless data and trashing caches gives much better throughout, compression applied to columnar data is more efficient and can give a throughput boost when memory bw becomes a bottleneck on systems with high number of CPUs.