What do you call the thing that exists between two people that fuels a friendship or conversation?

I've been thinking about this for years and haven't been able to articulate the question any better than that. After proximity this thing that I don't have the word for I imagine is one of the key components to having a long lasting relationship both parties are interested in. The follow up question is how to find those people.

Or maybe it's just not a thing.