fall into step
To begin walking at the same pace as someone else. If you don't fall into step with us, you'll get left behind.
fall into ˈstep (beside/with somebody)
(written) change the way you are walking so that you start walking in the same rhythm as the person you are walking with: He caught her up and fell into step beside her.