If you are as confused as most about various database technologies in play, here is a slightly dated map of technologies available. All credits to 415 Research.
The real question is, how far away are we from the world where the focus in Big Data changes from technology stack to apps. When can we have “ERP” for data where most companies do not have to worry about individual components of the data technology stack.