Big data developers have a plethora of mix and match tools from which to choose in building applications. What’s not clear, however, is whether they actually fit together in practice as well as they do in theory. Enterprises have to choose carefully the level of uniformity and integration even when considering a platform from a single vendor, such as Hadoop.