Ideally you use both, as both can find some more obscure issues the other may not. At least in the past. Either in isolation also works well, though Valgrind is

Ideally you use both, as both can find some more obscure issues the other may not. At least in the past. Either in isolation also works well, though Valgrind is really a suite of many tools.