This document discusses scaling up video search capabilities as video data increases dramatically. It notes that nearly three-fourths of mobile data traffic will be video by 2019. It also lists several applications that use video search like media monitoring, medical, forensics, surveillance, research. The document then discusses the challenges of feature extraction on large amounts of video data, noting it could take 22 years to process 150,000 hours of video on a single machine plus petabytes of storage. It proposes the need for scalable infrastructure to enable querying of big video data using high performance computing and video analysis.