That's How Rumors Get Started was produced by Sturgill Simpson, and co-produced by Margo Price and David Ferguson. The ten new, original songs were primarily recorded at EastWest Studios (Pet Sounds, "9 to 5"), during the week Margo received her Best New Artist GRAMMY nomination, in the middle of her pregnancy with daughter Ramona. The album is Margo Price's debut for Loma Vista Recordings.