Triangle $ABC$ is similar to triangle $DEF$. The length of each side of triangle $DEF$ is $3$ times the length of the corresponding side of triangle $ABC$. The area of triangle $ABC$ is $12$ square units. What is the area, in square units, of triangle $DEF$?