Systems and methods that transform an input stream to an output stream by employing a hybrid of declarative features and procedural features. A transformation component includes a declaration component that identifies data types, which enables users to define customized event(s) whereupon user functions can be called, and a procedural component that executes the logic of the functions that are called to perform operations of the functions.