Zheng joined the Chinese under-23 national team as the only player from the third tier Chinese Yi League.
In an interview on 3 August 2016, Zheng said, "This is the last time I will be in the final stage of FIFA World Cup qualification," indicating that after the 2018 FIFA World Cup, he would retire from the national team [REF].