 On July 1, 2019, Tanev left the Jets and signed as a free agent to a six-year, $21 million contract with the Pittsburgh Penguins.Tanev scored his first goal with the Penguins on October 16, 2019 against the Colorado Avalanche.Tanev's older brother Christopher is a defenceman currently playing for the Vancouver Canucks.