Volume of data is continuously growing bigger and traditional storage and tools are not capable of catching up. Distributed technologies have been able to accommodate commodity hardwares in distributed environments to achieve faster and more reliable performance. Apache Spark, a distributed processing engine, has simplified distributed computing in many ways. In this talk we will cover the essentials of Apache Spark and its usage.