Shopping Cart can't move in survival mode, but can in creative mode.
Guess it's related to the fuel (since in creative mode it won't consume the fuel?)

Same, because there's no engine, there's no fuel. In survival, all it really does is be a nice decoration.

Can confirm. This happens to me as well.