It doesn't have to mean that you know them, but often does. For example, "While I was out last night I ran into someone from London". In this sense it suggests something serendipitous or fortunate.

Correct

Hi Yes, for example: I ran into my friend yesterday when I was shopping. I haven't seen him for many years!