Systems and methods for generating a programmatic implementation based on a set of recorded API calls. One example includes determining an interval of time during which actions made on an interface associated with a session user account are made, obtaining a set of records from an API call log that indicates a set of API calls made during the interval of time, and generating a programmatic implementation that is usable to submit the set of API calls.