Following the general availability of serverless Managed Service for Apache Spark runtime 3.0, customer usage for data science has nearly doubled year over year. The post details key features for feature engineering, GPU-accelerated model training and tuning, semantic search, RAG, and building AI agents and applications without managing underlying infrastructure.