We have used TPC-W web application as the benchmark [8] and Amazon Elastic Compute Cloud (Amazon EC2) as the testing infrastructure. It should be noted that in this paper we focus on the influence of workload patterns on prediction results at the Infrastructure as a Service (IaaS) layer and other IaaS management aspects (such as VM migration and physical allocation of VMs) are out of the scope of this work.