Wallen wrote the song with Craig Wiseman and Jamie Moore back in 2016. It was one of the first songs Wallen wrote after arriving in Nashville from small town Tennessee. He told American Songwriter
: "I knew that I could sing, but I didn't have a clue if I could write songs. 'Chasin' You' really propelled me and gave me a lot of confidence that I might be able to do it."