In this chapter, we will focus on central issues in large-scale data processing and data management, and when we should use a DBMS that can perform parallel operations versus when should we use a Hadoop or Yarn-style system. In this section, we are going to address two contrasting approaches to handling a high volume of data, filesystems, and DBMS.