This article summarize an exciting sharing session hosted by Zhou Jiang, Aaruna Godthi from Apple on Data+AI Summit 2022. In this session, Zhou and Aaruna talked about how they built a centralized Apache Spark cluster on Kubernetes that processes 380K+ Spark jobs per day to support analytics workflow and scientists experimentation in Apple.