Velocity, Variety, Volume, and Veracity are the four things that define data in humongous sizes that are collectively known by the term Big Data. The tact of handling this data, processing it, and analyzing it to draw insights has come to be the most powerful tool for businesses today. The inherent power in Big Data is helping organizations learn more about their target market, their customers' interests, and predict and forecast the crucial market trends and happenings that could impact their business directly or indirectly. This is the power of Big Data that almost all companies are trying to utilize today. Expectations from Big Data companies have escalated in the recent times because of the increasing demands, and these demands are what led to the birth of Apache Spark.