SQLFlow extends SQL grammar to express machine learning operations including model training, prediction, evaluation, and explanation directly within SQL queries. The compiler transpiles these extended SQL programs into Argo workflows that execute across a Kubernetes cluster. It supports integration with popular ML frameworks such as TensorFlow, Keras, and XGBoost, connecting to databases like MySQL, TiDB, Hive, and MaxCompute as data sources.