Just want to share my timeline for others' reference
2/12/13 Applied online
3/13/13 Passport requested
3/15/13 Passport received at NY consulate
3/27/13 Passport sent to USPS (Prepaid Express Mail)
3/28/13 Passport delivered!!!
So it took a month to process online application, 12 days...