Apache Spark is the leading open-source engine designed for large-scale data processing. This tool is known for its speed and ease of use. Moreover, it supports various tasks — from batch processing to real-time analytics and machine learning, making it a versatile choice for businesses that need a reliable and scalable data processing platform.