Concepts of Hadoop and Spark are implemented by analyzing social media data. Different operations like finding mutual friends of two friends, getting top 10 mutual friends etc. are implemented using Hadoop as well as Spark. Furthermore, some Spark dataframe operations are performed using the Yelp dataset.