Apache Spark is a powerful open-source unified analytics engine designed for large-scale data processing, offering high-level APIs in Java, Scala, Python, and R, as well as an optimized engine that supports general computation graphs. It excels in speed and ease of use, enabling efficient execution of streaming, machine learning, and SQL workloads on distributed data systems.