Is a pickled cucumber just a pickle?
Yes.  Basically, it is pickled in a brine, vinegar, or other solution and left to ferment.
How long does that process take?
I'm really not sure about that but they are only known as pickles in the US and Canada.  Other countries call them gherkins.