Here is a couple blurbs from around the horn
SHELF LIFE AC capacitors are expected to perform for their full service life objective after being exposed to a maximum shelf life of 10+ years when stored in a controlled environment.
Many manufacturers specify a typical shelf life for a capacitor or an assembly containing capacitors. The manufacture's stated shelf life for an aluminum electrolytic capacitor can range from 2 to 10 years, depending on the quality of the component (Kogler, 1999).