In a typical Rummy game, the deck is shuffled and the remaining cards are dealt to the players face down on the table. Each player takes a tuall 51 bonus rummyrn drawing cards from the discard pile or the deck, followed by the discarding of a card from their hand. Forming runs of three or more consecutive cards of the same suit, or sets of three or four cards of the same rank, is the key to winning at rummy. Establishing Runs and Sets.