A presentation to the Digital Library Federation (DLF) in Milwaukee, WI on November 7, 2016 that addresses data wrangling efforts, the creation of workflows, and the challenges encountered while preparing resources for migration. A review of the de-duplication efforts, development of a collection assessment tool and its implementation, and techniques to transform, normalizes, and link metadata to the accompanying digital resources will be discussed.