As this World War I-era song shows, "over there" refers to a long distance. But it does not have to be so far as "over to another country" or "abroad." "Over there" means somewhere out of reach. You need to stand up and move "over there" to get some object that is "over there" from where you are. In other words, "over there" can be "across the ... More @Wikipedia
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