hit it off

verb1

1. •
   (informal) To develop an amicable relationship (with), especially in a sudden manner during an initial encounter.

   • I really hit it off with Jack, and hired him without needing an interview.
   • Those two are really hitting it off. I wouldn't be surprised if they started dating soon.