All of the above - online shops, my most local shop, auction, and from the third party market. I haven't been on Cbid in years I use Famous' Cigar Auctioneer.
I buy to take advantage of deals, grab new releases and replenish core inventory that's gotten low. Oh and of course for the occasional bomb or Secret Santa package Where do you buy your cigars from?