A multimedia company is designing a video recommendation system using Amazon SageMaker based on user behavior. They need dynamic scaling and efficient processing during peak loads, such as major sporting events. Which combination of AWS services should they integrate with Amazon SageMaker to achieve optimal resource management and cost efficiency?