Well this is a requirement in the Business Intelligence domain, so you should create a reporting database (probably a star schema) and put an analytics package

Well this is a requirement in the Business Intelligence domain, so you should create a reporting database (probably a star schema) and put an analytics package on top of it. You'll get easy sub second queries.