Apache Spark is an open-source unified analytics engine for large-scale data processing. It provides high-level APIs in Java, Scala, Python, and R, and an optimized engine that supports general execution graphs. A subscription to a Spark service, often provided by cloud platforms, typically includes features such as cluster management, job scheduling, data integration capabilities, and access to a variety of libraries for machine learning, stream processing, and graph analytics.