Delta method uses the CLT, so you'll necessarily have a convergence to a normal distribution. Slustky is for a convergence in distribution, more general.
If you're given a rv that converges to a constant, then you'd have to think of Slutsky.
For the delta method, it's often used for estimators of parameters...
You can have a look at the wikipedia for more information