The Serie A champions will travel to Glasgow to face Neil Lennon's side Feb 12, before hosting them, March 6, reports Xinhua.
The 43-year-old Juve coach admitted that the Scottish side will be tough opponents.
"Celtic are a good team. They qualified from a group that involved Barcelona, Spartak Moscow and Benfica," Conte said.
"They have good players like Giorgios Samaras and Kris Commons. We will go to this game with great enthusiasm, with the greatest respect for the Scots and will try to do our best," he said.