With the recent trend toward Internet-connected aircraft, broad use of predictive analytics has potential to improve the reliability of aircraft systems. This paper describes how the Condition-based Maintenance (CBM) techniques that have traditionally been reserved for complex and expensive propulsion systems can be applied to Auxiliary Power Units (APU).