Sai Mahesh Vuppalapati, with over ten years of professional expertise, has made significant contributions in Big Data, Analytics, and Machine Learning (ML) within various industries such as Advanced Medical Devices, Finance at U.S. Bank, Retail at Target, and Entertainment at Tubi TV in the United States. He earned his Master's degree in Computer Science from the University of St. Thomas, USA, and possesses extensive hands-on experience in developing large-scale consumer applications, with a deep focus on Data and Machine Learning Infrastructure. For the past seven years, Sai has been engaged in independent research as a Senior IEEE member, particularly focusing on the challenges and opportunities in Video Streaming (Ad-Supported Video on Demand) and the management of its increasingly complex big data. Second Author: Jyothi Swaroop Arlagadda N is a seasoned Engineer with more than 12 years of industry experience. He has previously worked as Hardware Engineer at Intel Corporation, USA and Research Assistant at Computing Systems Research Laboratory in Arizona State University, USA. His area of expertise includes System-On-Chip design, NetworkOn-Chip design, FPGA Design and reconfigurable architecture or AI/ML applications. He has published articles at several industry level conferences and served as technical program committee member for various Industry & IEEE research conferences. He also serves as Senior IEEE member.