Navina Ramesh has spent the last 7+ years working on Streaming infrastructures like Apache Samza and Apache Kafka at Linkedin. She is a committer and PMC member in the Apache Samza project. She is currently a software engineer at StarTree and brings—in her experience of powering large-scale data systems to the Apache Pinot project and StarTree.