Big Data Architecture and Setup requires knowledge of Apache Hadoop and distributed systems. There are several popular distributions: Cloudera, Hortonworks, and MapR; each of them has own features. In addition to Hadoop installation, this skill requires the ability to maintain data flows, including monitoring, scheduling, and governance.