fall into step beside somebody

Từ điển Oxford Advanced Learner 8th

fall into ˈstep (beside/with sb) idiom
to 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.
Main entry: ↑step_idiom