In an example embodiment, a solution is provided that produces wide tables containing features for machine learned models. These wide tables are made available for model training for multiple models and/or groups. These wide tables may be served on a serving database for fast access for application program interface (API) serving and lightweight access during interactive development. The solution decreases the time needed to add a new feature from several days to a couple of hours by enabling experimentation.