It doesn't have to be uniform or memory less.

However, in general when people mention random walks without further qualifications they are usually talking about the uniform and memoryless case.

That vanilla case can be generalized extensively, on kinds of state spaces, kinds of index sets, kinds of dependence and so on.

That makes sense. THanks.