Huntsville Stars
De La Cruz signed a minor league deal with the Milwaukee Brewers on November 16, 2012. He had a combined 3–11 record, a 6.52 ERA, and 65 strikeouts with the Huntsville Stars and Nashville Sounds in 2013. He became a free agent at the end of the season.