Maintaining applications involves keeping programs fit for purpose through modifications to the code, schemas, metadata, statistical algorithms, and other artifacts they comprise. This Wikibon Premium research note will examine how application developers can incorporate a growing maintenance tasks–the training of data-driven statistical algorithms—into their standard DevOps practices.