Having an understanding of BioInformatics and life science is a skill, including high-performance computing and being genuine about wanting to help their customers. Plus, also have an AWS life science competency, including the skills, knowledge, and knowing what it takes to be customer obsessed. Joining us today is Aaron, a senior cloud architect from PTP to talk about how they're helping their customers achieve not only cost optimization, well-architected but performance for those pipelines.