They are similar but slightly different. The first sentence is saying that you can walk there while the second sentence refers to you walking with something such as if you are carrying something. A similar sentence that would be correct also would be "It's a short way, You can walk to it" Hope this helps

Both sentences are correct although the second one sounds informal.