What does “go back a long way” mean?

to have known each other for a long time

How is “go back a long way” used?

In The Ultimate Gift (2007), one line is: “They go back a long way, don't they?”

The clip at the top of this page is from The Ultimate Gift (2007).

They go back a long way, don't they?

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