Frequent pattern mining is an important field of research in data mining. It has piqued the interest of many researchers since its inception. Data generation and collecting increase in size exponentially diagonally. Knowledge discovery and decision making necessitate the ability to process and extract relevant information from "Big" Data in a scalable and efficient manner. The use of refined analysis to vast volumes of data in order to discover new knowledge in the form of patterns, trends, and associations is known as data mining. Decision-making and information retrieval necessitate a scalable and effective approach for processing and extracting important information from Big Data