Data Analysis is to understand problems facing an organization and to explore data in meaningful ways. Data in itself is merely facts and figures. Evaluation of the data can provide advantages to the organization and aid in making business decisions. Brief Overview of the components Apache Spark is a lightning-fast cluster computing technology, designed for fast computation and based on Hadoop MapReduce. Pandas is a software library written in Python for data manipulation and analysis.