Apache Hadoop
Reading and writing to and from disk for each transformation means that Hadoop MapReduce is slower for most pipelines than Apache Spark which uses RAM rather than disk and also runs within the Hadoop ecosystem. Spark may cost more in terms of resources such as memory and CPU.