Demand for new products, lower prices, and higher quality drives manufacturers to invest in tools that can help them compete in a global marketplace. The availability of IoT data and edge computing is helping manufacturers create new business models, add new functionality into existing products, create more accurate maintenance predictions, and optimize product design. In this session, we explore how AWS IoT, AWS Greengrass, and machine learning (ML) impact product design and production. Topics include: IoT, secondary sensing, IT vs. OT networks, ML at the edge, and digital twin. We discuss AWS services like AWS IoT, AWS IoT Analytics, AWS Greengrass, and Amazon SageMaker, and we describe both AWS Partner Network (APN) Technology Partner solutions and industry-specific AWS reference architectures.