Film, set in depression era USA. In which a man is traveling home, walking cross country he meets a family.?

The film explores the relationship between the man & the woman he meets on the journey.
The film was made in the last decade. Title something like 'The Journey Home'

Sounds a bit like "a Walk In The Clouds" starring Keanu Reeves