A Paper A Week, Spark, Big Data.
computing frameworks, like MapReduce and Dryad, lack in two areas: Iterative algorithms where intermediate results are used across multiple computations. Interactive data analysis where users run ad-hoc queries on the data. One way around these problems is to use specialized frameworks like Pregel.