Many factors, both internal and external play a role in making an analysts job more complex. Integrating POS data changes with virtually every condition. The type of data you get and how you will align it with internal data changes any time any of these factors change. Companies need to have a solid infrastructure that is designed to handle all these constant changes in order to be effective. Relational Solutions has listed examples of changes that effect the way you look at data below.