This document explains the factors that affect Impala query performance. In addition, it provides procedures for tuning, monitoring, and benchmarking Impala queries and other SQL operations to maximize Impala scalability. Scalability and performance go hand in hand. Improving query performance by reducing the disk I/O or memory used improves scalability by optimally using resources. When resources are used more efficiently, more queries can run in parallel.