Thank you Toronto60 and BalajiR.
Here's my detailed timeline:
Applied on Feb 24, 2012 (for myself and my spouse)
Started prcessing May 2012
Received Discover booklet May 2012
RQ sent June/July 2012
Fingerprint request for spouse August 15 2012
Fingerprint request for spouse November 2013...