denormalization In addition to data pipelines, you're also quite good with Kubernetes, Drone, and Terraform You've built an end-to-end production-grade data solution that runs on AWS or GCP You have experience building machine learning pipelines using tools such as SparkML, Tensorflow, Scikit-Learn, etc