Apache Atlas provides metadata services and a centralized metadata repository for Hadoop platforms. It aims to enable data governance across structured and unstructured data through hierarchical taxonomies. Upcoming features include expanded dataset lineage tracking and integration with Apache Kafka and Ranger for dynamic access policy management. Challenges of big data management include scaling traditional tools to handle large volumes of entities and metadata, and Atlas addresses this through its decentralized and metadata-driven approach.