The true value and innovation in big data analytics comes from the ability to extract value from non-traditional data that does not necessarily fit cleanly into a relational model. This gives rise to a new approach for acquisition of data into an analytic repository using “NoETL” techniques whereby structure is not added to the data at load time – but rather at query time using a late binding style of data access.