It depends. The Italian species of wolf spider first given the name tarantula (from the town of Taranto) catches its prey by pursuit.
In the American Southwest, tarantulas live in burrows; they eat anything from insects to toads and mice.
However, certain South American tarantulas do build large webs; their diet includes small birds.