Since the LPO status starts immediately from the E-store purchase of it, is any hardware purchased from the E-Store after this LPO Membership fall under LPO warranty?

Yes. LPO 1-year warranty is effective on the purchase date following your LPO purchase deal to become an LPO member. You must be a LPO member prior to making your hardware purchase to be covered for the 1-year warranty.