We found that both Infrastructure as a Service and Software as a Service cloud computing service models can help reduce barriers to effective use of sydromic surveillance methods. Easy provision of many computers allowed us to speed up the computational times by an order of magnitude. The creation of integrated software services to perform disease surveillance is the easiest way to deliver complex functionality.