The Gunners have won only one of their last six games against Spanish clubs, losing four of them.
Atletico Madrid are without a win in their last three matches against English opponents.
In the second semi-final French giants Marseille take on Salzburg.
Marseille vs. Salzburg
Arsenal vs. Atletico Madrid