Systems and methods facilitate data augmentation in a computer environment. Data collections of various forms are altered out of band with at least one augmentor specifying alterations thereto. The alterations are applied to an associated collection of data such as programmatic code. In this manner, data can be modified, extended and/or removed from the collection to enable specialization and/or personalization, among other things.