By looking beyond parallelization and focusing on customization and specialization for energy-efficient computing, Falcon Computing provides automated compilation tool, runtime management tool, as well as acceleration libraries to enable scalable and seamless integration of heterogeneous accelerating technologies into existing data center infrastructures, with focus on FPGA-based acceleration. Falcon Computing brings orders-of-magnitude performance/power efficiency improvement for key big-data applications.