Apache Kylin is an open-source distributed analytics engine designed for big data OLAP on Hadoop, providing a SQL interface and support for enormous datasets. It offers features such as sub-second query latency, seamless BI tool integration, and a user-friendly web interface, significantly outperforming traditional Hive queries. The roadmap indicates ongoing enhancements including in-memory analysis and automation to further improve functionality and user experience.